{"id":12387,"date":"2025-06-24T14:22:21","date_gmt":"2025-06-24T12:22:21","guid":{"rendered":"https:\/\/caimed.de\/?page_id=12387"},"modified":"2026-02-26T13:54:00","modified_gmt":"2026-02-26T12:54:00","slug":"publikationsliste","status":"publish","type":"page","link":"https:\/\/caimed.de\/en\/publikationsliste\/","title":{"rendered":"Publications"},"content":{"rendered":"<div data-colibri-id=\"12387-c1\" class=\"style-6336 style-local-12387-c1 position-relative\">\n  <!---->\n  <div data-colibri-component=\"section\" data-colibri-id=\"12387-c2\" id=\"titel\" class=\"h-section h-section-global-spacing d-flex align-items-lg-center align-items-md-center align-items-center style-6345 style-local-12387-c2 position-relative\">\n    <!---->\n    <!---->\n    <div class=\"h-section-grid-container h-section-boxed-container\">\n      <!---->\n      <div data-colibri-id=\"12387-c3\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-2 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-2 style-6346 style-local-12387-c3 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-2 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-2\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6347-outer style-local-12387-c4-outer\">\n            <div data-colibri-id=\"12387-c4\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6347 style-local-12387-c4 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                <!---->\n                <div data-colibri-id=\"12387-c5\" class=\"style-6348 style-local-12387-c5 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-global-transition-all\"><div id='colibri-12387-c5' class='breadcrumb-wrapper'>    <style type=\"text\/css\">\n        \/* breadcrumb separator symbol *\/\n\n        #colibri-12387-c5        .colibri-breadcrumb > li + li:before {\n            content: \"|\";\n            white-space: pre;\n        }\n    <\/style>\n\n    \n    <div class=\"colibri-12387-c5-dls-wrapper breadcrumb-items__wrapper\">\n                <ol class=\"breadcrumb colibri-breadcrumb\"><li class=\"breadcrumb-item\"><a href=\"https:\/\/caimed.de\/en\/\">Home<\/a><\/li><\/ol>    <\/div>\n    <\/div><\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6349-outer style-local-12387-c6-outer\">\n            <div data-colibri-id=\"12387-c6\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6349 style-local-12387-c6 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c7\" class=\"style-6350 style-local-12387-c7 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6351-outer style-local-12387-c8-outer\">\n            <div data-colibri-id=\"12387-c8\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6351 style-local-12387-c8 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c9\" class=\"h-global-transition-all h-heading style-6352 style-local-12387-c9 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6352 style-local-12387-c9\">\n                    <!---->\n                    <!---->\n                    <h3 class=\"\">Publications<\/h3>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n  <div data-colibri-component=\"section\" data-colibri-id=\"12387-c10\" id=\"features-2\" class=\"h-section h-section-global-spacing d-flex align-items-lg-center align-items-md-center align-items-center style-6574 style-local-12387-c10 position-relative\">\n    <!---->\n    <!---->\n    <div class=\"h-section-grid-container h-section-boxed-container\">\n      <!---->\n      <div data-colibri-id=\"12387-c11\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6609 style-local-12387-c11 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-6611-outer style-local-12387-c12-outer\">\n            <div data-colibri-id=\"12387-c12\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6611 style-local-12387-c12 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c13\" class=\"h-global-transition-all h-heading style-6620 style-local-12387-c13 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6620 style-local-12387-c13\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">\u201dDual-feature selectivity enables bidirectional coding in visual cortical neurons\u201d<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c14\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6621 style-local-12387-c14 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c15-outer\">\n                      <div data-colibri-id=\"12387-c15\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c15 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c16\" class=\"h-icon style-6625 style-local-12387-c16 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c16-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c17-outer\">\n                      <div data-colibri-id=\"12387-c17\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c17 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c18\" class=\"h-text h-text-component style-6626 style-local-12387-c18 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Januar 2026<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6629-outer style-local-12387-c19-outer\">\n                      <div data-colibri-id=\"12387-c19\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6629 style-local-12387-c19 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c20\" class=\"h-icon style-6631 style-local-12387-c20 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6631-icon style-local-12387-c20-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"book\" viewbox=\"0 0 1664 1896.0833\">\n      <path d=\"M1639 478q40 57 18 129l-275 906q-19 64-76.5 107.5T1183 1664H260q-77 0-148.5-53.5T12 1479q-24-67-2-127 0-4 3-27t4-37q1-8-3-21.5t-3-19.5q2-11 8-21t16.5-23.5T52 1179q23-38 45-91.5t30-91.5q3-10 .5-30t-.5-28q3-11 17-28t17-23q21-36 42-92t25-90q1-9-2.5-32t.5-28q4-13 22-30.5t22-22.5q19-26 42.5-84.5T340 411q1-8-3-25.5t-2-26.5q2-8 9-18t18-23 17-21q8-12 16.5-30.5t15-35 16-36 19.5-32 26.5-23.5 36-11.5T556 134l-1 3q38-9 51-9h761q74 0 114 56t18 130l-274 906q-36 119-71.5 153.5T1025 1408H156q-27 0-38 15-11 16-1 43 24 70 144 70h923q29 0 56-15.5t35-41.5l300-987q7-22 5-57 38 15 59 43zm-1064 2q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1247 480l21-64q4-13-2-22.5t-20-9.5H638q-13 0-25.5 9.5T596 416zm-83 256q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1164 736l21-64q4-13-2-22.5t-20-9.5H555q-13 0-25.5 9.5T513 672z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md h-col-auto style-6628-outer style-local-12387-c21-outer\">\n                      <div data-colibri-id=\"12387-c21\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6628 style-local-12387-c21 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c22\" class=\"h-text h-text-component style-6626 style-local-12387-c22 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>eLife (Reviewed Preprint)<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c23\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6627 style-local-12387-c23 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c24-outer\">\n                      <div data-colibri-id=\"12387-c24\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c24 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c25\" class=\"h-icon style-6625 style-local-12387-c25 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c25-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6623-outer style-local-12387-c26-outer\">\n                      <div data-colibri-id=\"12387-c26\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c26 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c27\" class=\"h-text h-text-component style-6626 style-local-12387-c27 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Katrin FrankeNikos KarantzasKonstantin WillekeMaria DiamantakiKandan RamakrishnanHasan Atakan BedelPavithra ElumalaiKelli RestivoPaul FaheyCate NealleyTori ShinnGabrielle GarciaSaumil PatelAlexander EckerEdgar Y WalkerEmmanouil\n                                FroudarakisSophia SanbornFabian H SinzAndreas Tolias<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6775-outer style-local-12387-c28-outer\">\n                      <div data-colibri-id=\"12387-c28\" class=\"d-flex h-flex-basis h-column__inner h-ui-empty-state-container h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6775 style-local-12387-c28 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto\">\n                          <!---->\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c29\" class=\"h-accordion style-6538 style-local-12387-c29 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c30\" class=\"h-accordion-item h-accordion-item-first-child style-6539 style-local-12387-c30 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c30\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c30\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c31\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6556 style-local-12387-c31 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6557-outer style-local-12387-c32-outer\">\n                              <div data-colibri-id=\"12387-c32\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6557 style-local-12387-c32 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c33\" class=\"h-text h-text-component style-6633 style-local-12387-c33 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6558-outer style-local-12387-c34-outer\">\n                              <div data-colibri-id=\"12387-c34\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6558 style-local-12387-c34 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c35\" class=\"h-text h-text-component style-6561 style-local-12387-c35 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>\n                                        <a href=\"https:\/\/doi.org\/10.7554\/eLife.109861.1&nbsp;\" target=\"_blank\" rel=\"noopener\">https:\/\/doi.org\/10.7554\/eLife.109861.1&nbsp;<\/a>\n                                      <\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c36\" class=\"h-text h-text-component style-6567 style-local-12387-c36 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>CAIMed Groups:<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c37\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6564 style-local-12387-c37 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c38-outer\">\n                              <div data-colibri-id=\"12387-c38\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c38 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c39\" class=\"h-text h-text-component style-6563 style-local-12387-c39 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Digital Twins<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c40-outer\">\n                              <div data-colibri-id=\"12387-c40\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c40 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c41\" class=\"h-text h-text-component style-6563 style-local-12387-c41 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Biomedical Image Recognition<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c42\" class=\"h-text h-text-component style-6540 style-local-12387-c42 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>Sensory neurons are traditionally viewed as feature detectors that respond with an increase in firing rate to preferred stimuli while remaining unresponsive to others. Here, we identify a dual-feature encoding strategy in macaque\n                              visual cortex, wherein many neurons in areas V1 and V4 are selectively tuned to two distinct visual features\u2014one that enhances and one that suppresses activity\u2014around an elevated baseline firing rate. By combining neuronal\n                              recordings with functional digital twin models\u2014deep learningbased predictive models of biological neurons\u2014we were able to systematically identify each neuron\u2019s preferred and non-preferred features. These feature pairs served\n                              as anchors for a continuous, low-dimensional axis in natural image similarity space, along which neuronal activity varied approximately linearly. Within a single visual area, visual features that strongly or weakly activated\n                              individual neurons also had a high probability of modulating the activity of other neurons, suggesting a shared feature selectivity across the population that structures stimulus encoding. We show that this encoding strategy\n                              is conserved across species, present in both primary and lateral visual areas of mouse cortex. Dual-feature selectivity is consistent with recent anatomical evidence for feature-specific inhibitory connectivity, complementing\n                              the feature-detector principle through circuit mechanisms in which selective excitation and inhibition may together enhance the representational capacity of the neuronal population.<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c43\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c43 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6634-outer style-local-12387-c44-outer\">\n                              <div data-colibri-id=\"12387-c44\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6634 style-local-12387-c44 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c45\" class=\"h-icon style-6554 style-local-12387-c45 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c45-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c46-outer\">\n                              <div data-colibri-id=\"12387-c46\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c46 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c47\" class=\"h-text h-text-component style-6562 style-local-12387-c47 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/elifesciences.org\/reviewed-preprints\/109861v1\" target=\"_blank\" style=\"font-weight: 500; color: rgb(114, 181, 251);\" class=\"customize-unpreviewable\" draggable=\"false\" rel=\"noopener\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/link.springer.com\/article\/10.1007\/s43441-025-00893-w\/#Abs1\" target=\"_blank\" style=\"font-weight: 300; color: rgb(114, 181, 251);\" class=\"customize-unpreviewable\" draggable=\"false\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c48\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c48 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6635-outer style-local-12387-c49-outer\">\n                              <div data-colibri-id=\"12387-c49\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6635 style-local-12387-c49 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c50\" class=\"h-icon style-6554 style-local-12387-c50 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c50-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c51-outer\">\n                              <div data-colibri-id=\"12387-c51\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c51 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c52\" class=\"h-text h-text-component style-6571 style-local-12387-c52 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c53\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-6643 style-local-12387-c53 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6644-outer style-local-12387-c54-outer\">\n            <div data-colibri-id=\"12387-c54\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-6644 style-local-12387-c54 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c55\" class=\"style-6645 style-local-12387-c55 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c56\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6609 style-local-12387-c56 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-6611-outer style-local-12387-c57-outer\">\n            <div data-colibri-id=\"12387-c57\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6611 style-local-12387-c57 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c58\" class=\"h-global-transition-all h-heading style-6620 style-local-12387-c58 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6620 style-local-12387-c58\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">\u201dA distinct monocyte transcriptional state links systemic immune dysregulation to pulmonary impairment in long COVID\u201d<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c59\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6621 style-local-12387-c59 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c60-outer\">\n                      <div data-colibri-id=\"12387-c60\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c60 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c61\" class=\"h-icon style-6625 style-local-12387-c61 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c61-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c62-outer\">\n                      <div data-colibri-id=\"12387-c62\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c62 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c63\" class=\"h-text h-text-component style-6626 style-local-12387-c63 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Januar 2026<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6629-outer style-local-12387-c64-outer\">\n                      <div data-colibri-id=\"12387-c64\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6629 style-local-12387-c64 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c65\" class=\"h-icon style-6631 style-local-12387-c65 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6631-icon style-local-12387-c65-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"book\" viewbox=\"0 0 1664 1896.0833\">\n      <path d=\"M1639 478q40 57 18 129l-275 906q-19 64-76.5 107.5T1183 1664H260q-77 0-148.5-53.5T12 1479q-24-67-2-127 0-4 3-27t4-37q1-8-3-21.5t-3-19.5q2-11 8-21t16.5-23.5T52 1179q23-38 45-91.5t30-91.5q3-10 .5-30t-.5-28q3-11 17-28t17-23q21-36 42-92t25-90q1-9-2.5-32t.5-28q4-13 22-30.5t22-22.5q19-26 42.5-84.5T340 411q1-8-3-25.5t-2-26.5q2-8 9-18t18-23 17-21q8-12 16.5-30.5t15-35 16-36 19.5-32 26.5-23.5 36-11.5T556 134l-1 3q38-9 51-9h761q74 0 114 56t18 130l-274 906q-36 119-71.5 153.5T1025 1408H156q-27 0-38 15-11 16-1 43 24 70 144 70h923q29 0 56-15.5t35-41.5l300-987q7-22 5-57 38 15 59 43zm-1064 2q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1247 480l21-64q4-13-2-22.5t-20-9.5H638q-13 0-25.5 9.5T596 416zm-83 256q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1164 736l21-64q4-13-2-22.5t-20-9.5H555q-13 0-25.5 9.5T513 672z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md h-col-auto style-6628-outer style-local-12387-c66-outer\">\n                      <div data-colibri-id=\"12387-c66\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6628 style-local-12387-c66 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c67\" class=\"h-text h-text-component style-6626 style-local-12387-c67 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>nature immnunoloy<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c68\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6627 style-local-12387-c68 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c69-outer\">\n                      <div data-colibri-id=\"12387-c69\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c69 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c70\" class=\"h-icon style-6625 style-local-12387-c70 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c70-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6623-outer style-local-12387-c71-outer\">\n                      <div data-colibri-id=\"12387-c71\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c71 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c72\" class=\"h-text h-text-component style-6626 style-local-12387-c72 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p><span style=\"font-size: 1em;\">Saumya Kumar, Chaofan Li, Liang Zhou, Qiuyao Zhan, Ahmed Alaswad, Sonja Volland, Bibiana Costa, Simon Alexander Krooss, Isabel Klefenz, Hagen Schmaus, Antonia Zeuzem, Dorothee von Witzendorff, Helena Lickei, Lea Pueschel, Anke R. M. Kraft, Markus Cornberg, Andreas Rembert Koczulla, Isabell Pink, Marius M. Hoeper, Cheng-Jian Xu, Susanne H\u00e4ussler, Miriam Wiestler, Mihai G. Netea, Thomas Illig, Jie Sun &amp; Yang Li<\/span><\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6775-outer style-local-12387-c73-outer\">\n                      <div data-colibri-id=\"12387-c73\" class=\"d-flex h-flex-basis h-column__inner h-ui-empty-state-container h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6775 style-local-12387-c73 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto\">\n                          <!---->\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c74\" class=\"h-accordion style-6538 style-local-12387-c74 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c75\" class=\"h-accordion-item h-accordion-item-first-child style-6539 style-local-12387-c75 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c75\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c75\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c76\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6556 style-local-12387-c76 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6557-outer style-local-12387-c77-outer\">\n                              <div data-colibri-id=\"12387-c77\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6557 style-local-12387-c77 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c78\" class=\"h-text h-text-component style-6633 style-local-12387-c78 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6558-outer style-local-12387-c79-outer\">\n                              <div data-colibri-id=\"12387-c79\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6558 style-local-12387-c79 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c80\" class=\"h-text h-text-component style-6561 style-local-12387-c80 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>\n                                        <a href=\"https:\/\/doi.org\/10.1038\/s41590-025-02387-1&nbsp;\" target=\"_blank\" rel=\"noopener\">https:\/\/doi.org\/10.1038\/s41590-025-02387-1<\/a>\n                                      <\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c81\" class=\"h-text h-text-component style-6567 style-local-12387-c81 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>CAIMed Groups:<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c82\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6564 style-local-12387-c82 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c83-outer\">\n                              <div data-colibri-id=\"12387-c83\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c83 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c84\" class=\"h-text h-text-component style-6563 style-local-12387-c84 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>AI &amp; Bioinformatics<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c85\" class=\"h-text h-text-component style-6540 style-local-12387-c85 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>The mechanisms driving immune dysregulation in long COVID disease remain elusive. Here we integrated single-cell multiome data, immunological profiling and functional assays to investigate immune alterations across multiple\n                              cohorts. A transcriptional state in circulating monocytes (LC-Mo) was enriched in individuals with mild\u2013moderate acute infection and accompanied by persistent elevations of plasma CCL2, CXCL11 and TNF. LC-Mo showed TGF\u03b2 and\n                              WNT\u2013\u03b2-catenin signaling and correlated with fatigue severity. Protein markers of LC-Mo were increased in individuals with pronounced fatigue or dyspnea, and those with severe respiratory symptoms showed higher LC-Mo expression.\n                              Epigenetically, LC-Mo exhibited AP-1- and NF-\u03baB1-driven profibrotic programs. LC-Mo-like macrophages in bronchoalveolar lavage samples from individuals with severe respiratory symptoms displayed a profibrotic profile, and\n                              individuals with a high LC-Mo transcriptional state showed impaired interferon responses after stimulation. Collectively, our findings define a pathogenic monocyte transcriptional state linking systemic immune dysfunction\n                              to persistent long COVID disease, providing mechanistic insights and potential therapeutic targets.<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c86\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c86 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6634-outer style-local-12387-c87-outer\">\n                              <div data-colibri-id=\"12387-c87\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6634 style-local-12387-c87 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c88\" class=\"h-icon style-6554 style-local-12387-c88 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c88-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c89-outer\">\n                              <div data-colibri-id=\"12387-c89\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c89 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c90\" class=\"h-text h-text-component style-6562 style-local-12387-c90 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/www.nature.com\/articles\/s41590-025-02387-1\" target=\"_blank\" style=\"color: rgb(114, 181, 251); font-weight: 500;\" class=\"customize-unpreviewable\" draggable=\"false\" rel=\"noopener\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/link.springer.com\/article\/10.1007\/s43441-025-00893-w\/#Abs1\" target=\"_blank\" style=\"color: rgb(114, 181, 251); font-weight: 300;\" class=\"customize-unpreviewable\" draggable=\"false\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c91\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c91 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6635-outer style-local-12387-c92-outer\">\n                              <div data-colibri-id=\"12387-c92\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6635 style-local-12387-c92 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c93\" class=\"h-icon style-6554 style-local-12387-c93 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c93-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c94-outer\">\n                              <div data-colibri-id=\"12387-c94\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c94 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c95\" class=\"h-text h-text-component style-6571 style-local-12387-c95 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c96\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-6643 style-local-12387-c96 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6644-outer style-local-12387-c97-outer\">\n            <div data-colibri-id=\"12387-c97\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-6644 style-local-12387-c97 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c98\" class=\"style-6645 style-local-12387-c98 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c99\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6609 style-local-12387-c99 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-6611-outer style-local-12387-c100-outer\">\n            <div data-colibri-id=\"12387-c100\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6611 style-local-12387-c100 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c101\" class=\"h-global-transition-all h-heading style-6620 style-local-12387-c101 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6620 style-local-12387-c101\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">\u201cSPONGE: Competing Sparse Language Representations forEffective Cross-Lingual Knowledge Transfer in Healthcare\u201d<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c102\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6621 style-local-12387-c102 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c103-outer\">\n                      <div data-colibri-id=\"12387-c103\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c103 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c104\" class=\"h-icon style-6625 style-local-12387-c104 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c104-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c105-outer\">\n                      <div data-colibri-id=\"12387-c105\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c105 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c106\" class=\"h-text h-text-component style-6626 style-local-12387-c106 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Dezember 2025<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6629-outer style-local-12387-c107-outer\">\n                      <div data-colibri-id=\"12387-c107\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6629 style-local-12387-c107 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c108\" class=\"h-icon style-6631 style-local-12387-c108 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6631-icon style-local-12387-c108-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"book\" viewbox=\"0 0 1664 1896.0833\">\n      <path d=\"M1639 478q40 57 18 129l-275 906q-19 64-76.5 107.5T1183 1664H260q-77 0-148.5-53.5T12 1479q-24-67-2-127 0-4 3-27t4-37q1-8-3-21.5t-3-19.5q2-11 8-21t16.5-23.5T52 1179q23-38 45-91.5t30-91.5q3-10 .5-30t-.5-28q3-11 17-28t17-23q21-36 42-92t25-90q1-9-2.5-32t.5-28q4-13 22-30.5t22-22.5q19-26 42.5-84.5T340 411q1-8-3-25.5t-2-26.5q2-8 9-18t18-23 17-21q8-12 16.5-30.5t15-35 16-36 19.5-32 26.5-23.5 36-11.5T556 134l-1 3q38-9 51-9h761q74 0 114 56t18 130l-274 906q-36 119-71.5 153.5T1025 1408H156q-27 0-38 15-11 16-1 43 24 70 144 70h923q29 0 56-15.5t35-41.5l300-987q7-22 5-57 38 15 59 43zm-1064 2q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1247 480l21-64q4-13-2-22.5t-20-9.5H638q-13 0-25.5 9.5T596 416zm-83 256q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1164 736l21-64q4-13-2-22.5t-20-9.5H555q-13 0-25.5 9.5T513 672z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md h-col-auto style-6628-outer style-local-12387-c109-outer\">\n                      <div data-colibri-id=\"12387-c109\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6628 style-local-12387-c109 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c110\" class=\"h-text h-text-component style-6626 style-local-12387-c110 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Transactions on Machine Learning Research<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c111\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6627 style-local-12387-c111 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c112-outer\">\n                      <div data-colibri-id=\"12387-c112\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c112 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c113\" class=\"h-icon style-6625 style-local-12387-c113 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c113-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6623-outer style-local-12387-c114-outer\">\n                      <div data-colibri-id=\"12387-c114\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c114 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c115\" class=\"h-text h-text-component style-6626 style-local-12387-c115 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Jens-Michalis Papaioannou,&nbsp;Alexei Figueroa Rosero,&nbsp;Conor Fallon,&nbsp;Anna Capilla,&nbsp;Alexandra Bekiaridou,&nbsp;Stavros Zanos,&nbsp;Wolfgang Nejdl and&nbsp;Alexander L\u00f6ser<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6775-outer style-local-12387-c116-outer\">\n                      <div data-colibri-id=\"12387-c116\" class=\"d-flex h-flex-basis h-column__inner h-ui-empty-state-container h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6775 style-local-12387-c116 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto\">\n                          <!---->\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c117\" class=\"h-accordion style-6538 style-local-12387-c117 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c118\" class=\"h-accordion-item h-accordion-item-first-child style-6539 style-local-12387-c118 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c118\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c118\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c119\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6556 style-local-12387-c119 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6557-outer style-local-12387-c120-outer\">\n                              <div data-colibri-id=\"12387-c120\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6557 style-local-12387-c120 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c121\" class=\"h-text h-text-component style-6633 style-local-12387-c121 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6558-outer style-local-12387-c122-outer\">\n                              <div data-colibri-id=\"12387-c122\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6558 style-local-12387-c122 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c123\" class=\"h-text h-text-component style-6561 style-local-12387-c123 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>\n                                        <a href=\"https:\/\/openreview.net\/pdf?id=OevFdPgk3h\" target=\"_blank\" rel=\"noopener\">https:\/\/openreview.net\/pdf?id=OevFdPgk3h<\/a>\n                                      <\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c124\" class=\"h-text h-text-component style-6567 style-local-12387-c124 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>CAIMed Groups:<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c125\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6564 style-local-12387-c125 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c126-outer\">\n                              <div data-colibri-id=\"12387-c126\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c126 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c127\" class=\"h-text h-text-component style-6563 style-local-12387-c127 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>AI &amp; Causality<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c128\" class=\"h-text h-text-component style-6540 style-local-12387-c128 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>In domains with privacy constraints, most knowledge resides in siloed datasets, hindering the development of a model with all relevant knowledge for a task. Clinical NLP is a prime example of these constraints in practice.\n                              Research in this area typically falls back to the canonical setting of sequential transfer learning, where a model pre-trained on large corporats finetuned on a smaller annotated dataset. An avenue for knowledge transfer\n                              among diverse clinics is multi-step sequential transfer learning since models1 are more likely to be shared than private clinical data. This setting poses challenges of cross-linguality, domain diversity, and varying label\n                              distributions which undermine generalisation. We propose SPONGE, an efficient prototypical architecture that leverages competing sparse language representations. These encompass distributed knowledge and create the necessary\n                              level of redundancy foreffective transfer learning across multiple datasets. We identify that prototypical classifiers are critically sensitive to label-recency bias which we mitigate with a novel strategy at inference time.\n                              SPONGE in combination with this strategy significantly boosts generalisation performance to unseen data. With the help of medical professionals, we show that the explainability of our models is clinically relevant. We make\n                              all source code2 available<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c129\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c129 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6634-outer style-local-12387-c130-outer\">\n                              <div data-colibri-id=\"12387-c130\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6634 style-local-12387-c130 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c131\" class=\"h-icon style-6554 style-local-12387-c131 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c131-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c132-outer\">\n                              <div data-colibri-id=\"12387-c132\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c132 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c133\" class=\"h-text h-text-component style-6562 style-local-12387-c133 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/openreview.net\/pdf?id=OevFdPgk3h\" target=\"_blank\" style=\"color: rgb(114, 181, 251); font-weight: 500;\" class=\"customize-unpreviewable\" draggable=\"false\" rel=\"noopener\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/link.springer.com\/article\/10.1007\/s43441-025-00893-w\/#Abs1\" target=\"_blank\" style=\"color: rgb(114, 181, 251); font-weight: 300;\" class=\"customize-unpreviewable\" draggable=\"false\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c134\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c134 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6635-outer style-local-12387-c135-outer\">\n                              <div data-colibri-id=\"12387-c135\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6635 style-local-12387-c135 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c136\" class=\"h-icon style-6554 style-local-12387-c136 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c136-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c137-outer\">\n                              <div data-colibri-id=\"12387-c137\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c137 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c138\" class=\"h-text h-text-component style-6571 style-local-12387-c138 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c1351\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-6643 style-local-12387-c1351 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6644-outer style-local-12387-c1352-outer\">\n            <div data-colibri-id=\"12387-c1352\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-6644 style-local-12387-c1352 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c1353\" class=\"style-6645 style-local-12387-c1353 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c1311\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6609 style-local-12387-c1311 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-6611-outer style-local-12387-c1312-outer\">\n            <div data-colibri-id=\"12387-c1312\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6611 style-local-12387-c1312 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c1313\" class=\"h-global-transition-all h-heading style-6620 style-local-12387-c1313 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6620 style-local-12387-c1313\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">ITL-LIME: Instance-Based Transfer Learning for Enhancing Local Explanations in Low-Resource Data Settings<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c1314\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6621 style-local-12387-c1314 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c1315-outer\">\n                      <div data-colibri-id=\"12387-c1315\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c1315 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1316\" class=\"h-icon style-6625 style-local-12387-c1316 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c1316-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c1317-outer\">\n                      <div data-colibri-id=\"12387-c1317\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c1317 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1318\" class=\"h-text h-text-component style-6626 style-local-12387-c1318 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>November 2025<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6629-outer style-local-12387-c1319-outer\">\n                      <div data-colibri-id=\"12387-c1319\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6629 style-local-12387-c1319 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1320\" class=\"h-icon style-6631 style-local-12387-c1320 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6631-icon style-local-12387-c1320-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"group\" viewbox=\"0 0 1920 1896.0833\">\n      <path d=\"M593 896q-162 5-265 128H194q-82 0-138-40.5T0 865q0-353 124-353 6 0 43.5 21t97.5 42.5T384 597q67 0 133-23-5 37-5 66 0 139 81 256zm1071 637q0 120-73 189.5t-194 69.5H523q-121 0-194-69.5T256 1533q0-53 3.5-103.5t14-109T300 1212t43-97.5 62-81 85.5-53.5T602 960q10 0 43 21.5t73 48 107 48 135 21.5 135-21.5 107-48 73-48 43-21.5q61 0 111.5 20t85.5 53.5 62 81 43 97.5 26.5 108.5 14 109 3.5 103.5zM640 256q0 106-75 181t-181 75-181-75-75-181 75-181T384 0t181 75 75 181zm704 384q0 159-112.5 271.5T960 1024 688.5 911.5 576 640t112.5-271.5T960 256t271.5 112.5T1344 640zm576 225q0 78-56 118.5t-138 40.5h-134q-103-123-265-128 81-117 81-256 0-29-5-66 66 23 133 23 59 0 119-21.5t97.5-42.5 43.5-21q124 0 124 353zm-128-609q0 106-75 181t-181 75-181-75-75-181 75-181 181-75 181 75 75 181z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md h-col-auto style-6628-outer style-local-12387-c1321-outer\">\n                      <div data-colibri-id=\"12387-c1321\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6628 style-local-12387-c1321 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1322\" class=\"h-text h-text-component style-6626 style-local-12387-c1322 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>CIKM &#8217;25: Proceedings of the 34th ACM International Conference on Information and Knowledge Management<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c1323\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6627 style-local-12387-c1323 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c1324-outer\">\n                      <div data-colibri-id=\"12387-c1324\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c1324 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1325\" class=\"h-icon style-6625 style-local-12387-c1325 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c1325-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6623-outer style-local-12387-c1326-outer\">\n                      <div data-colibri-id=\"12387-c1326\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c1326 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1327\" class=\"h-text h-text-component style-6626 style-local-12387-c1327 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Rehan Raza, Guanjin Wang, Kok Wai Wong, Hamid Laga, Marco Fisichella<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6775-outer style-local-12387-c1328-outer\">\n                      <div data-colibri-id=\"12387-c1328\" class=\"d-flex h-flex-basis h-column__inner h-ui-empty-state-container h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6775 style-local-12387-c1328 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto\">\n                          <!---->\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c1329\" class=\"h-accordion style-6538 style-local-12387-c1329 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c1330\" class=\"h-accordion-item h-accordion-item-first-child style-6539 style-local-12387-c1330 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c1330\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c1330\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c1331\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6556 style-local-12387-c1331 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6557-outer style-local-12387-c1332-outer\">\n                              <div data-colibri-id=\"12387-c1332\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6557 style-local-12387-c1332 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1333\" class=\"h-text h-text-component style-6633 style-local-12387-c1333 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6558-outer style-local-12387-c1334-outer\">\n                              <div data-colibri-id=\"12387-c1334\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6558 style-local-12387-c1334 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1335\" class=\"h-text h-text-component style-6561 style-local-12387-c1335 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>&nbsp;https:\/\/doi.org\/10.1145\/3746252.3761183<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1336\" class=\"h-text h-text-component style-6567 style-local-12387-c1336 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>CAIMed Groups:<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1337\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6564 style-local-12387-c1337 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c1338-outer\">\n                              <div data-colibri-id=\"12387-c1338\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c1338 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1339\" class=\"h-text h-text-component style-6563 style-local-12387-c1339 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>AI &amp; Causality<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1340\" class=\"h-text h-text-component style-6540 style-local-12387-c1340 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>Explainable Artificial Intelligence (XAI) methods, such as Local Interpretable Model-Agnostic Explanations (LIME), have advanced the interpretability of black-box machine learning models by approximating their behavior locally\n                              using interpretable surrogate models. However, LIME&#8217;s inherent randomness in perturbation and sampling can lead to locality and instability issues, especially in scenarios with limited training data. In such cases, data scarcity\n                              can result in the generation of unrealistic variations and samples that deviate from the true data manifold. Consequently, the surrogate model may fail to accurately approximate the complex decision boundary of the original\n                              model. To address these challenges, we propose a novel Instance-based Transfer Learning LIME framework (ITL-LIME) that enhances explanation fidelity and stability in data-constrained environments. ITL-LIME introduces instance\n                              transfer learning into the LIME framework by leveraging relevant real instances from a related source domain to aid the explanation process in the target domain. Specifically, we employ clustering to partition the source\n                              domain into clusters with representative prototypes. Instead of generating random perturbations, our method retrieves pertinent real source instances from the source cluster whose prototype is most similar to the target instance.\n                              These are then combined with the target instance&#8217;s neighboring real instances. To define a compact locality, we further construct a contrastive learning-based encoder as a weighting mechanism to assign weights to the instances\n                              from the combined set based on their proximity to the target instance. Finally, these weighted source and target instances are used to train the surrogate model for explanation purposes. Experimental evaluation with real-world\n                              datasets demonstrates that ITL-LIME greatly improves the stability and fidelity of LIME explanations in scenarios with limited data. Our code is available at https:\/\/github.com\/rehanrazaa\/ITL-LIME.<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1341\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c1341 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6634-outer style-local-12387-c1342-outer\">\n                              <div data-colibri-id=\"12387-c1342\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6634 style-local-12387-c1342 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1343\" class=\"h-icon style-6554 style-local-12387-c1343 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c1343-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c1344-outer\">\n                              <div data-colibri-id=\"12387-c1344\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c1344 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1345\" class=\"h-text h-text-component style-6562 style-local-12387-c1345 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/dl.acm.org\/doi\/10.1145\/3746252.3761183\" style=\"font-weight: 500; color: rgb(114, 181, 251);\" target=\"_blank\" rel=\"noopener\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/link.springer.com\/article\/10.1007\/s43441-025-00893-w\/#Abs1\" target=\"_blank\" style=\"font-weight: 300; color: rgb(114, 181, 251);\" class=\"customize-unpreviewable\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1346\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c1346 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6635-outer style-local-12387-c1347-outer\">\n                              <div data-colibri-id=\"12387-c1347\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6635 style-local-12387-c1347 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1348\" class=\"h-icon style-6554 style-local-12387-c1348 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c1348-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c1349-outer\">\n                              <div data-colibri-id=\"12387-c1349\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c1349 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1350\" class=\"h-text h-text-component style-6571 style-local-12387-c1350 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c139\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-6643 style-local-12387-c139 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6644-outer style-local-12387-c140-outer\">\n            <div data-colibri-id=\"12387-c140\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-6644 style-local-12387-c140 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c141\" class=\"style-6645 style-local-12387-c141 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c142\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6609 style-local-12387-c142 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-6611-outer style-local-12387-c143-outer\">\n            <div data-colibri-id=\"12387-c143\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6611 style-local-12387-c143 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c144\" class=\"h-global-transition-all h-heading style-6620 style-local-12387-c144 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6620 style-local-12387-c144\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">\u201cRare Structural Variants Uncovered by Optical Genome Mapping in Multisystem Inflammatory Syndrome in Children (MIS-C)\u201d<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c145\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6621 style-local-12387-c145 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c146-outer\">\n                      <div data-colibri-id=\"12387-c146\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c146 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c147\" class=\"h-icon style-6625 style-local-12387-c147 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c147-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c148-outer\">\n                      <div data-colibri-id=\"12387-c148\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c148 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c149\" class=\"h-text h-text-component style-6626 style-local-12387-c149 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>August 2025<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6629-outer style-local-12387-c150-outer\">\n                      <div data-colibri-id=\"12387-c150\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6629 style-local-12387-c150 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c151\" class=\"h-icon style-6631 style-local-12387-c151 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6631-icon style-local-12387-c151-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"book\" viewbox=\"0 0 1664 1896.0833\">\n      <path d=\"M1639 478q40 57 18 129l-275 906q-19 64-76.5 107.5T1183 1664H260q-77 0-148.5-53.5T12 1479q-24-67-2-127 0-4 3-27t4-37q1-8-3-21.5t-3-19.5q2-11 8-21t16.5-23.5T52 1179q23-38 45-91.5t30-91.5q3-10 .5-30t-.5-28q3-11 17-28t17-23q21-36 42-92t25-90q1-9-2.5-32t.5-28q4-13 22-30.5t22-22.5q19-26 42.5-84.5T340 411q1-8-3-25.5t-2-26.5q2-8 9-18t18-23 17-21q8-12 16.5-30.5t15-35 16-36 19.5-32 26.5-23.5 36-11.5T556 134l-1 3q38-9 51-9h761q74 0 114 56t18 130l-274 906q-36 119-71.5 153.5T1025 1408H156q-27 0-38 15-11 16-1 43 24 70 144 70h923q29 0 56-15.5t35-41.5l300-987q7-22 5-57 38 15 59 43zm-1064 2q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1247 480l21-64q4-13-2-22.5t-20-9.5H638q-13 0-25.5 9.5T596 416zm-83 256q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1164 736l21-64q4-13-2-22.5t-20-9.5H555q-13 0-25.5 9.5T513 672z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md h-col-auto style-6628-outer style-local-12387-c152-outer\">\n                      <div data-colibri-id=\"12387-c152\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6628 style-local-12387-c152 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c153\" class=\"h-text h-text-component style-6626 style-local-12387-c153 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Advanced genetics (Hoboken, N.J.)<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c154\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6627 style-local-12387-c154 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c155-outer\">\n                      <div data-colibri-id=\"12387-c155\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c155 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c156\" class=\"h-icon style-6625 style-local-12387-c156 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c156-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6623-outer style-local-12387-c157-outer\">\n                      <div data-colibri-id=\"12387-c157\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c157 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c158\" class=\"h-text h-text-component style-6626 style-local-12387-c158 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Catherine A. Brownstein, Caspar I. van der Made, Kristin Cabral, Shira Rockowitz, Donghun Kang, Maximilian Schieck, Andy Wing Chun Pang, Jeffrey M. Robinson, Alex R. Hastie, Alka Chaubey, The C.O.V.I.D19hostgenomeS.V. Consortium,\n                                Alexander Hoischen, Alan H. Beggs<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6775-outer style-local-12387-c159-outer\">\n                      <div data-colibri-id=\"12387-c159\" class=\"d-flex h-flex-basis h-column__inner h-ui-empty-state-container h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6775 style-local-12387-c159 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto\">\n                          <!---->\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-7054-outer style-local-12387-c160-outer\">\n                      <div data-colibri-id=\"12387-c160\" class=\"d-flex h-flex-basis h-column__inner h-ui-empty-state-container h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-7054 style-local-12387-c160 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto\">\n                          <!---->\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c161\" class=\"h-accordion style-6538 style-local-12387-c161 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c162\" class=\"h-accordion-item h-accordion-item-first-child style-6539 style-local-12387-c162 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c162\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c162\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c163\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6556 style-local-12387-c163 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6557-outer style-local-12387-c164-outer\">\n                              <div data-colibri-id=\"12387-c164\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6557 style-local-12387-c164 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c165\" class=\"h-text h-text-component style-6633 style-local-12387-c165 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6558-outer style-local-12387-c166-outer\">\n                              <div data-colibri-id=\"12387-c166\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6558 style-local-12387-c166 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c167\" class=\"h-text h-text-component style-6561 style-local-12387-c167 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>\n                                        <a href=\"https:\/\/doi.org\/10.1002\/ggn2.202500023\" target=\"_blank\" rel=\"noopener\">https:\/\/doi.org\/10.1002\/ggn2.202500023<\/a>\n                                      <\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c168\" class=\"h-text h-text-component style-6540 style-local-12387-c168 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>Multisystem inflammatory syndrome in children (MIS-C) is a pediatric complication of SARS-CoV-2 infection characterized by multiorgan inflammation and frequently by cardiovascular dysfunction. In a single-center prospective\n                              cohort study, optical genome mapping (OGM) was performed on 14 patients, including 11 meeting CDC criteria for MIS-C and 3 with MIS-C\u2013like (MIS-CL) presentations. SVs and CNVs were filtered against population and internal\n                              OGM control databases. Seven patients (50%) harbored prioritized variants within or near genes implicated in immune regulation or SARS-CoV-2 response. These included intronic insertions or deletions in ORAI1, STAT4, and ITPR1\n                              (n = 4 patients); a heterozygous insertion disrupting BATF; a large deletion spanning exons 2\u201310 of CFHR5; and an upstream insertion near DOCK2. Application of OGM to patients with MIS-C and MIS-CL revealed SVs potentially\n                              impacting inflammation, COVID-19 severity, and Kawasaki Disease susceptibility. Although causality cannot yet be assigned, the identification of rare structural variants highlights biologically plausible mechanisms that may\n                              contribute to disease heterogeneity. These findings establish the feasibility and value of OGM in the assessment of complex pediatric syndromes, such as children with MIS-C or a severe course of SARS-CoV-2 infection.<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c169\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c169 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6634-outer style-local-12387-c170-outer\">\n                              <div data-colibri-id=\"12387-c170\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6634 style-local-12387-c170 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c171\" class=\"h-icon style-6554 style-local-12387-c171 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c171-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c172-outer\">\n                              <div data-colibri-id=\"12387-c172\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c172 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c173\" class=\"h-text h-text-component style-6562 style-local-12387-c173 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/caimed.de\/en\/publikationsliste\/10.1002\/ggn2.202500023%C2%A0\/\" style=\"color: rgb(114, 181, 251); font-weight: 500;\" class=\"\" draggable=\"false\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/arxiv.org\/abs\/2303.11790\" style=\"color: rgb(114, 181, 251); font-weight: 300;\" class=\"customize-unpreviewable\" draggable=\"false\" target=\"_blank\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c174\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c174 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6635-outer style-local-12387-c175-outer\">\n                              <div data-colibri-id=\"12387-c175\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6635 style-local-12387-c175 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c176\" class=\"h-icon style-6554 style-local-12387-c176 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c176-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c177-outer\">\n                              <div data-colibri-id=\"12387-c177\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c177 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c178\" class=\"h-text h-text-component style-6571 style-local-12387-c178 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c179\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-6643 style-local-12387-c179 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6644-outer style-local-12387-c180-outer\">\n            <div data-colibri-id=\"12387-c180\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-6644 style-local-12387-c180 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c181\" class=\"style-6645 style-local-12387-c181 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c182\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6609 style-local-12387-c182 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-6611-outer style-local-12387-c183-outer\">\n            <div data-colibri-id=\"12387-c183\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6611 style-local-12387-c183 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c184\" class=\"h-global-transition-all h-heading style-6620 style-local-12387-c184 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6620 style-local-12387-c184\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">\u201cLearning from the Right Patches: A Two-Stage Wavelet-Driven MaskedAutoencoder for Histopathology Representation Learning\u201d<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c185\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6621 style-local-12387-c185 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c186-outer\">\n                      <div data-colibri-id=\"12387-c186\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c186 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c187\" class=\"h-icon style-6625 style-local-12387-c187 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c187-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c188-outer\">\n                      <div data-colibri-id=\"12387-c188\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c188 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c189\" class=\"h-text h-text-component style-6626 style-local-12387-c189 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>November 2025<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6629-outer style-local-12387-c190-outer\">\n                      <div data-colibri-id=\"12387-c190\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6629 style-local-12387-c190 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c191\" class=\"h-icon style-6631 style-local-12387-c191 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6631-icon style-local-12387-c191-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"book\" viewbox=\"0 0 1664 1896.0833\">\n      <path d=\"M1639 478q40 57 18 129l-275 906q-19 64-76.5 107.5T1183 1664H260q-77 0-148.5-53.5T12 1479q-24-67-2-127 0-4 3-27t4-37q1-8-3-21.5t-3-19.5q2-11 8-21t16.5-23.5T52 1179q23-38 45-91.5t30-91.5q3-10 .5-30t-.5-28q3-11 17-28t17-23q21-36 42-92t25-90q1-9-2.5-32t.5-28q4-13 22-30.5t22-22.5q19-26 42.5-84.5T340 411q1-8-3-25.5t-2-26.5q2-8 9-18t18-23 17-21q8-12 16.5-30.5t15-35 16-36 19.5-32 26.5-23.5 36-11.5T556 134l-1 3q38-9 51-9h761q74 0 114 56t18 130l-274 906q-36 119-71.5 153.5T1025 1408H156q-27 0-38 15-11 16-1 43 24 70 144 70h923q29 0 56-15.5t35-41.5l300-987q7-22 5-57 38 15 59 43zm-1064 2q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1247 480l21-64q4-13-2-22.5t-20-9.5H638q-13 0-25.5 9.5T596 416zm-83 256q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1164 736l21-64q4-13-2-22.5t-20-9.5H555q-13 0-25.5 9.5T513 672z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md h-col-auto style-6628-outer style-local-12387-c192-outer\">\n                      <div data-colibri-id=\"12387-c192\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6628 style-local-12387-c192 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c193\" class=\"h-text h-text-component style-6626 style-local-12387-c193 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>arxiv.org<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c194\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6627 style-local-12387-c194 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c195-outer\">\n                      <div data-colibri-id=\"12387-c195\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c195 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c196\" class=\"h-icon style-6625 style-local-12387-c196 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c196-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6623-outer style-local-12387-c197-outer\">\n                      <div data-colibri-id=\"12387-c197\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c197 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c198\" class=\"h-text h-text-component style-6626 style-local-12387-c198 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Maryam Badar, Raneen Younis, Sandipan Sikdar, Wolfgang Nejdl &amp; Marco Fisichella <\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6775-outer style-local-12387-c199-outer\">\n                      <div data-colibri-id=\"12387-c199\" class=\"d-flex h-flex-basis h-column__inner h-ui-empty-state-container h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6775 style-local-12387-c199 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto\">\n                          <!---->\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c200\" class=\"h-accordion style-6538 style-local-12387-c200 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c201\" class=\"h-accordion-item h-accordion-item-first-child style-6539 style-local-12387-c201 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c201\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c201\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c202\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6556 style-local-12387-c202 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6557-outer style-local-12387-c203-outer\">\n                              <div data-colibri-id=\"12387-c203\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6557 style-local-12387-c203 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c204\" class=\"h-text h-text-component style-6633 style-local-12387-c204 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6558-outer style-local-12387-c205-outer\">\n                              <div data-colibri-id=\"12387-c205\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6558 style-local-12387-c205 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c206\" class=\"h-text h-text-component style-6561 style-local-12387-c206 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>\n                                        <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2511.06958\" class=\"customize-unpreviewable\" target=\"_blank\" rel=\"noopener\">https:\/\/doi.org\/10.48550\/arXiv.2511.06958<\/a>\n                                      <\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c207\" class=\"h-text h-text-component style-6567 style-local-12387-c207 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>CAIMed Groups:<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c208\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6564 style-local-12387-c208 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c209-outer\">\n                              <div data-colibri-id=\"12387-c209\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c209 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c210\" class=\"h-text h-text-component style-6563 style-local-12387-c210 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Human Centered AI<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c211\" class=\"h-text h-text-component style-6540 style-local-12387-c211 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>Federated learning (FL) is an emerging communication-efficient and collaborative learning paradigm of machine learning with privacy guarantees. As these advancements unfold, adapting FL for fairness-aware learning becomes crucial.\n                              In this context, we propose a pre-processing fairness and utility (balanced accuracy) enhancing agnostic federated learning framework (Fed-FUEL) that mitigates discrimination embedded in the non-independent identically distributed\n                              data. We contribute a novel adaptive data manipulation method that mitigates discrimination embedded in the data at client side during optimization, resulting in an optimized and fair centralized server. This pre-processing\n                              approach abstracts the model architecture from the equation, offering a significant advantage in a federated environment. This abstraction not only facilitates a broader application across diverse model architectures without\n                              necessitating modifications but also sidesteps the potential complexities and inefficiencies associated with model-specific in-processing methods. Extensive experiments with a range of publicly available datasets demonstrate\n                              that our method outperforms the competing baselines in terms of both discrimination mitigation and predictive performance. Our model effectively adapts to both statistical and causal fairness notions, as shown through our\n                              experiments.<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c212\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c212 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6634-outer style-local-12387-c213-outer\">\n                              <div data-colibri-id=\"12387-c213\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6634 style-local-12387-c213 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c214\" class=\"h-icon style-6554 style-local-12387-c214 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c214-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c215-outer\">\n                              <div data-colibri-id=\"12387-c215\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c215 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c216\" class=\"h-text h-text-component style-6562 style-local-12387-c216 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/link.springer.com\/article\/10.1007\/s43441-025-00893-w\/#Abs1\" style=\"font-weight: 500; color: rgb(114, 181, 251);\" target=\"_blank\" rel=\"noopener\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/link.springer.com\/article\/10.1007\/s43441-025-00893-w\/#Abs1\" style=\"font-weight: 300; color: rgb(114, 181, 251);\" target=\"_blank\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c217\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c217 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6635-outer style-local-12387-c218-outer\">\n                              <div data-colibri-id=\"12387-c218\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6635 style-local-12387-c218 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c219\" class=\"h-icon style-6554 style-local-12387-c219 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c219-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c220-outer\">\n                              <div data-colibri-id=\"12387-c220\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c220 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c221\" class=\"h-text h-text-component style-6571 style-local-12387-c221 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c222\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-6643 style-local-12387-c222 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6644-outer style-local-12387-c223-outer\">\n            <div data-colibri-id=\"12387-c223\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-6644 style-local-12387-c223 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c224\" class=\"style-6645 style-local-12387-c224 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c225\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6609 style-local-12387-c225 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-6611-outer style-local-12387-c226-outer\">\n            <div data-colibri-id=\"12387-c226\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6611 style-local-12387-c226 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c227\" class=\"h-global-transition-all h-heading style-6620 style-local-12387-c227 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6620 style-local-12387-c227\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">\u201cIn Silico Clinical Trials in Drug Development: A Systematic Review\u201d<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c228\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6621 style-local-12387-c228 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c229-outer\">\n                      <div data-colibri-id=\"12387-c229\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c229 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c230\" class=\"h-icon style-6625 style-local-12387-c230 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c230-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c231-outer\">\n                      <div data-colibri-id=\"12387-c231\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c231 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c232\" class=\"h-text h-text-component style-6626 style-local-12387-c232 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>November 2025<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6629-outer style-local-12387-c233-outer\">\n                      <div data-colibri-id=\"12387-c233\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6629 style-local-12387-c233 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c234\" class=\"h-icon style-6631 style-local-12387-c234 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6631-icon style-local-12387-c234-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"book\" viewbox=\"0 0 1664 1896.0833\">\n      <path d=\"M1639 478q40 57 18 129l-275 906q-19 64-76.5 107.5T1183 1664H260q-77 0-148.5-53.5T12 1479q-24-67-2-127 0-4 3-27t4-37q1-8-3-21.5t-3-19.5q2-11 8-21t16.5-23.5T52 1179q23-38 45-91.5t30-91.5q3-10 .5-30t-.5-28q3-11 17-28t17-23q21-36 42-92t25-90q1-9-2.5-32t.5-28q4-13 22-30.5t22-22.5q19-26 42.5-84.5T340 411q1-8-3-25.5t-2-26.5q2-8 9-18t18-23 17-21q8-12 16.5-30.5t15-35 16-36 19.5-32 26.5-23.5 36-11.5T556 134l-1 3q38-9 51-9h761q74 0 114 56t18 130l-274 906q-36 119-71.5 153.5T1025 1408H156q-27 0-38 15-11 16-1 43 24 70 144 70h923q29 0 56-15.5t35-41.5l300-987q7-22 5-57 38 15 59 43zm-1064 2q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1247 480l21-64q4-13-2-22.5t-20-9.5H638q-13 0-25.5 9.5T596 416zm-83 256q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1164 736l21-64q4-13-2-22.5t-20-9.5H555q-13 0-25.5 9.5T513 672z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md h-col-auto style-6628-outer style-local-12387-c235-outer\">\n                      <div data-colibri-id=\"12387-c235\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6628 style-local-12387-c235 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c236\" class=\"h-text h-text-component style-6626 style-local-12387-c236 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Therapeutic Innovation &amp; Regulatory Science<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c237\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6627 style-local-12387-c237 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c238-outer\">\n                      <div data-colibri-id=\"12387-c238\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c238 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c239\" class=\"h-icon style-6625 style-local-12387-c239 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c239-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6623-outer style-local-12387-c240-outer\">\n                      <div data-colibri-id=\"12387-c240\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c240 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c241\" class=\"h-text h-text-component style-6626 style-local-12387-c241 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Bohua Chen, Lucia Chantal Schneider, Christian R\u00f6ver, Emmanuelle Comets, Markus Christian Elze, Andrew Hooker, Joanna IntHout, Anne-Sophie Jannot, Daria Julkowska, Yanis Mimouni, Marina Savelieva, Nigel Stallard, Moreno Ursino,\n                                Marc Vandemeulebroecke, Sebastian Weber, Martin Posch, Sarah Zohar &amp;\n                                <a href=\"https:\/\/caimed.de\/en\/das-zentrum\/personen\/tim-friede\">Tim Friede<\/a>\n                              <\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6775-outer style-local-12387-c242-outer\">\n                      <div data-colibri-id=\"12387-c242\" class=\"d-flex h-flex-basis h-column__inner h-ui-empty-state-container h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6775 style-local-12387-c242 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto\">\n                          <!---->\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c243\" class=\"h-accordion style-6538 style-local-12387-c243 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c244\" class=\"h-accordion-item h-accordion-item-first-child style-6539 style-local-12387-c244 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c244\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c244\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c245\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6556 style-local-12387-c245 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6557-outer style-local-12387-c246-outer\">\n                              <div data-colibri-id=\"12387-c246\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6557 style-local-12387-c246 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c247\" class=\"h-text h-text-component style-6633 style-local-12387-c247 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6558-outer style-local-12387-c248-outer\">\n                              <div data-colibri-id=\"12387-c248\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6558 style-local-12387-c248 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c249\" class=\"h-text h-text-component style-6561 style-local-12387-c249 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>\n                                        <a href=\"https:\/\/link.springer.com\/article\/10.1007\/s43441-025-00893-w\/#Abs1\" target=\"_blank\" rel=\"noopener\">https:\/\/doi.org\/10.1007\/s43441-025-00893-w<\/a>\n                                      <\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c250\" class=\"h-text h-text-component style-6567 style-local-12387-c250 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>CAIMed Groups:<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c251\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6564 style-local-12387-c251 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c252-outer\">\n                              <div data-colibri-id=\"12387-c252\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c252 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c253\" class=\"h-text h-text-component style-6563 style-local-12387-c253 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Statistical Evidence in AI Systems<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c254\" class=\"h-text h-text-component style-6540 style-local-12387-c254 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>In the context of clinical research, computational models have received increasing attention over the past decades. In this systematic review, we aimed to provide an overview of the role of so-called in silico clinical trials\n                              (ISCTs) in medical applications. Exemplary for the broad field of clinical medicine, we focused on in silico (IS) methods applied in drug development, sometimes also referred to as model informed drug development (MIDD).\n                              We searched PubMed and ClinicalTrials.gov for published articles and registered clinical trials related to ISCTs. We identified 202 articles and 48 trials, and of these, 76 articles and 19 trials were directly linked to drug\n                              development. We extracted information from all 202 articles and 48 clinical trials and conducted a more detailed review of the methods used in the 76 articles that are connected to drug development. Regarding application,\n                              most articles and trials focused on cancer and imaging-related research while rare and pediatric diseases were only addressed in 14 articles and 5 trials, respectively. While some models were informed combining mechanistic\n                              knowledge with clinical or preclinical (in-vivo or in-vitro) data, the majority of models were fully data-driven, illustrating that clinical data is a crucial part in the process of generating synthetic data in ISCTs. Regarding\n                              reproducibility, a more detailed analysis revealed that only 24% (18 out of 76) of the articles provided an open-source implementation of the applied models, and in only 20% of the articles the generated synthetic data were\n                              publicly available. Despite the widely raised interest, we also found that it is still uncommon for ISCTs to be part of a registered clinical trial and their application is restricted to specific diseases leaving potential\n                              benefits of ISCTs not fully exploited.<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c255\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c255 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6634-outer style-local-12387-c256-outer\">\n                              <div data-colibri-id=\"12387-c256\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6634 style-local-12387-c256 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c257\" class=\"h-icon style-6554 style-local-12387-c257 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c257-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c258-outer\">\n                              <div data-colibri-id=\"12387-c258\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c258 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c259\" class=\"h-text h-text-component style-6562 style-local-12387-c259 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/link.springer.com\/article\/10.1007\/s43441-025-00893-w\/#Abs1\" style=\"font-weight: 500; color: rgb(114, 181, 251);\" target=\"_blank\" rel=\"noopener\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/link.springer.com\/article\/10.1007\/s43441-025-00893-w\/#Abs1\" style=\"font-weight: 300; color: rgb(114, 181, 251);\" target=\"_blank\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c260\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c260 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6635-outer style-local-12387-c261-outer\">\n                              <div data-colibri-id=\"12387-c261\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6635 style-local-12387-c261 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c262\" class=\"h-icon style-6554 style-local-12387-c262 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c262-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c263-outer\">\n                              <div data-colibri-id=\"12387-c263\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c263 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c264\" class=\"h-text h-text-component style-6571 style-local-12387-c264 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c265\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-6643 style-local-12387-c265 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6644-outer style-local-12387-c266-outer\">\n            <div data-colibri-id=\"12387-c266\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-6644 style-local-12387-c266 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c267\" class=\"style-6645 style-local-12387-c267 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c268\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6609 style-local-12387-c268 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-6611-outer style-local-12387-c269-outer\">\n            <div data-colibri-id=\"12387-c269\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6611 style-local-12387-c269 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c270\" class=\"h-global-transition-all h-heading style-6620 style-local-12387-c270 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6620 style-local-12387-c270\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">\u201cFed-FUEL: fairness and utility enhancing agnostic federated learning framework\u201d<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c271\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6621 style-local-12387-c271 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c272-outer\">\n                      <div data-colibri-id=\"12387-c272\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c272 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c273\" class=\"h-icon style-6625 style-local-12387-c273 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c273-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c274-outer\">\n                      <div data-colibri-id=\"12387-c274\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c274 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c275\" class=\"h-text h-text-component style-6626 style-local-12387-c275 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>September 2025<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6629-outer style-local-12387-c276-outer\">\n                      <div data-colibri-id=\"12387-c276\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6629 style-local-12387-c276 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c277\" class=\"h-icon style-6631 style-local-12387-c277 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6631-icon style-local-12387-c277-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"book\" viewbox=\"0 0 1664 1896.0833\">\n      <path d=\"M1639 478q40 57 18 129l-275 906q-19 64-76.5 107.5T1183 1664H260q-77 0-148.5-53.5T12 1479q-24-67-2-127 0-4 3-27t4-37q1-8-3-21.5t-3-19.5q2-11 8-21t16.5-23.5T52 1179q23-38 45-91.5t30-91.5q3-10 .5-30t-.5-28q3-11 17-28t17-23q21-36 42-92t25-90q1-9-2.5-32t.5-28q4-13 22-30.5t22-22.5q19-26 42.5-84.5T340 411q1-8-3-25.5t-2-26.5q2-8 9-18t18-23 17-21q8-12 16.5-30.5t15-35 16-36 19.5-32 26.5-23.5 36-11.5T556 134l-1 3q38-9 51-9h761q74 0 114 56t18 130l-274 906q-36 119-71.5 153.5T1025 1408H156q-27 0-38 15-11 16-1 43 24 70 144 70h923q29 0 56-15.5t35-41.5l300-987q7-22 5-57 38 15 59 43zm-1064 2q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1247 480l21-64q4-13-2-22.5t-20-9.5H638q-13 0-25.5 9.5T596 416zm-83 256q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1164 736l21-64q4-13-2-22.5t-20-9.5H555q-13 0-25.5 9.5T513 672z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md h-col-auto style-6628-outer style-local-12387-c278-outer\">\n                      <div data-colibri-id=\"12387-c278\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6628 style-local-12387-c278 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c279\" class=\"h-text h-text-component style-6626 style-local-12387-c279 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Data Mining and Knowledge Discovery<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c280\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6627 style-local-12387-c280 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c281-outer\">\n                      <div data-colibri-id=\"12387-c281\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c281 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c282\" class=\"h-icon style-6625 style-local-12387-c282 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c282-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6623-outer style-local-12387-c283-outer\">\n                      <div data-colibri-id=\"12387-c283\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c283 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c284\" class=\"h-text h-text-component style-6626 style-local-12387-c284 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Maryam Badar, Raneen Younis, Sandipan Sikdar, Wolfgang Nejdl and Marco Fisichella <\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6775-outer style-local-12387-c285-outer\">\n                      <div data-colibri-id=\"12387-c285\" class=\"d-flex h-flex-basis h-column__inner h-ui-empty-state-container h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6775 style-local-12387-c285 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto\">\n                          <!---->\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c286\" class=\"h-accordion style-6538 style-local-12387-c286 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c287\" class=\"h-accordion-item h-accordion-item-first-child style-6539 style-local-12387-c287 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c287\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c287\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c288\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6556 style-local-12387-c288 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6557-outer style-local-12387-c289-outer\">\n                              <div data-colibri-id=\"12387-c289\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6557 style-local-12387-c289 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c290\" class=\"h-text h-text-component style-6633 style-local-12387-c290 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6558-outer style-local-12387-c291-outer\">\n                              <div data-colibri-id=\"12387-c291\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6558 style-local-12387-c291 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c292\" class=\"h-text h-text-component style-6561 style-local-12387-c292 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>\n                                        <a href=\"https:\/\/doi.org\/10.1007\/s10618-025-01152-0&nbsp;\" target=\"_blank\" rel=\"noopener\">https:\/\/doi.org\/10.1007\/s10618-025-01152-0&nbsp;<span class=\"ql-cursor\"><\/span><\/a>\n                                      <\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c293\" class=\"h-text h-text-component style-6567 style-local-12387-c293 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>CAIMed Groups:<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c294\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6564 style-local-12387-c294 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c295-outer\">\n                              <div data-colibri-id=\"12387-c295\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c295 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c296\" class=\"h-text h-text-component style-6563 style-local-12387-c296 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>AI &amp; Causality<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c297\" class=\"h-text h-text-component style-6540 style-local-12387-c297 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>Federated learning (FL) is an emerging communication-efficient and collaborative learning paradigm of machine learning with privacy guarantees. As these advancements unfold, adapting FL for fairness-aware learning becomes crucial.\n                              In this context, we propose a pre-processing fairness and utility (balanced accuracy) enhancing agnostic federated learning framework (Fed-FUEL) that mitigates discrimination embedded in the non-independent identically distributed\n                              data. We contribute a novel adaptive data manipulation method that mitigates discrimination embedded in the data at client side during optimization, resulting in an optimized and fair centralized server. This pre-processing\n                              approach abstracts the model architecture from the equation, offering a significant advantage in a federated environment. This abstraction not only facilitates a broader application across diverse model architectures without\n                              necessitating modifications but also sidesteps the potential complexities and inefficiencies associated with model-specific in-processing methods. Extensive experiments with a range of publicly available datasets demonstrate\n                              that our method outperforms the competing baselines in terms of both discrimination mitigation and predictive performance. Our model effectively adapts to both statistical and causal fairness notions, as shown through our\n                              experiments.<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c298\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c298 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6634-outer style-local-12387-c299-outer\">\n                              <div data-colibri-id=\"12387-c299\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6634 style-local-12387-c299 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c300\" class=\"h-icon style-6554 style-local-12387-c300 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c300-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c301-outer\">\n                              <div data-colibri-id=\"12387-c301\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c301 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c302\" class=\"h-text h-text-component style-6562 style-local-12387-c302 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/link.springer.com\/article\/10.1007\/s10618-025-01152-0\" style=\"font-weight: 500; color: rgb(114, 181, 251);\" class=\"customize-unpreviewable\" draggable=\"false\" target=\"_blank\" rel=\"noopener\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0950705125009840\" style=\"font-weight: 300; color: rgb(114, 181, 251);\" class=\"customize-unpreviewable\" draggable=\"false\" target=\"_blank\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c303\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c303 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6635-outer style-local-12387-c304-outer\">\n                              <div data-colibri-id=\"12387-c304\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6635 style-local-12387-c304 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c305\" class=\"h-icon style-6554 style-local-12387-c305 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c305-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c306-outer\">\n                              <div data-colibri-id=\"12387-c306\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c306 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c307\" class=\"h-text h-text-component style-6571 style-local-12387-c307 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c308\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-6643 style-local-12387-c308 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6644-outer style-local-12387-c309-outer\">\n            <div data-colibri-id=\"12387-c309\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-6644 style-local-12387-c309 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c310\" class=\"style-6645 style-local-12387-c310 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c311\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6609 style-local-12387-c311 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-6611-outer style-local-12387-c312-outer\">\n            <div data-colibri-id=\"12387-c312\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6611 style-local-12387-c312 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c313\" class=\"h-global-transition-all h-heading style-6620 style-local-12387-c313 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6620 style-local-12387-c313\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">\u201dCharacterizing Vision Backbones for Dense Prediction with Dense Attentive Probing\u201d<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c314\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6621 style-local-12387-c314 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c315-outer\">\n                      <div data-colibri-id=\"12387-c315\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c315 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c316\" class=\"h-icon style-6625 style-local-12387-c316 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c316-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c317-outer\">\n                      <div data-colibri-id=\"12387-c317\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c317 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c318\" class=\"h-text h-text-component style-6626 style-local-12387-c318 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>September 2025<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6629-outer style-local-12387-c319-outer\">\n                      <div data-colibri-id=\"12387-c319\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6629 style-local-12387-c319 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c320\" class=\"h-icon style-6631 style-local-12387-c320 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6631-icon style-local-12387-c320-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"book\" viewbox=\"0 0 1664 1896.0833\">\n      <path d=\"M1639 478q40 57 18 129l-275 906q-19 64-76.5 107.5T1183 1664H260q-77 0-148.5-53.5T12 1479q-24-67-2-127 0-4 3-27t4-37q1-8-3-21.5t-3-19.5q2-11 8-21t16.5-23.5T52 1179q23-38 45-91.5t30-91.5q3-10 .5-30t-.5-28q3-11 17-28t17-23q21-36 42-92t25-90q1-9-2.5-32t.5-28q4-13 22-30.5t22-22.5q19-26 42.5-84.5T340 411q1-8-3-25.5t-2-26.5q2-8 9-18t18-23 17-21q8-12 16.5-30.5t15-35 16-36 19.5-32 26.5-23.5 36-11.5T556 134l-1 3q38-9 51-9h761q74 0 114 56t18 130l-274 906q-36 119-71.5 153.5T1025 1408H156q-27 0-38 15-11 16-1 43 24 70 144 70h923q29 0 56-15.5t35-41.5l300-987q7-22 5-57 38 15 59 43zm-1064 2q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1247 480l21-64q4-13-2-22.5t-20-9.5H638q-13 0-25.5 9.5T596 416zm-83 256q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1164 736l21-64q4-13-2-22.5t-20-9.5H555q-13 0-25.5 9.5T513 672z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md h-col-auto style-6628-outer style-local-12387-c321-outer\">\n                      <div data-colibri-id=\"12387-c321\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6628 style-local-12387-c321 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c322\" class=\"h-text h-text-component style-6626 style-local-12387-c322 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>TMLR<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c323\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6627 style-local-12387-c323 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c324-outer\">\n                      <div data-colibri-id=\"12387-c324\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c324 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c325\" class=\"h-icon style-6625 style-local-12387-c325 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c325-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6623-outer style-local-12387-c326-outer\">\n                      <div data-colibri-id=\"12387-c326\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c326 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c327\" class=\"h-text h-text-component style-6626 style-local-12387-c327 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Timo L\u00fcddecke, Alexander S. Ecker <\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6775-outer style-local-12387-c328-outer\">\n                      <div data-colibri-id=\"12387-c328\" class=\"d-flex h-flex-basis h-column__inner h-ui-empty-state-container h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6775 style-local-12387-c328 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto\">\n                          <!---->\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c329\" class=\"h-accordion style-6538 style-local-12387-c329 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c330\" class=\"h-accordion-item h-accordion-item-first-child style-6539 style-local-12387-c330 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c330\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c330\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c331\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6556 style-local-12387-c331 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6557-outer style-local-12387-c332-outer\">\n                              <div data-colibri-id=\"12387-c332\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6557 style-local-12387-c332 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c333\" class=\"h-text h-text-component style-6633 style-local-12387-c333 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6558-outer style-local-12387-c334-outer\">\n                              <div data-colibri-id=\"12387-c334\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6558 style-local-12387-c334 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c335\" class=\"h-text h-text-component style-6561 style-local-12387-c335 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>\n                                        <a href=\"https:\/\/openreview.net\/forum?id=neMAx4uBlh&nbsp;%3B=undefined\" target=\"_blank\" rel=\"noopener\">https:\/\/openreview.net\/forum?id=neMAx4uBlh<\/a>\n                                      <\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c336\" class=\"h-text h-text-component style-6567 style-local-12387-c336 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>CAIMed Groups:<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c337\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6564 style-local-12387-c337 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c338-outer\">\n                              <div data-colibri-id=\"12387-c338\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c338 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c339\" class=\"h-text h-text-component style-6563 style-local-12387-c339 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Biomedical Image Recognition&nbsp;<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c340\" class=\"h-text h-text-component style-6540 style-local-12387-c340 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>The paradigm of pretraining a backbone on a large set of (often unlabeled) images has gained popularity. The quality of the resulting features is commonly measured by freezing the backbone and training different task heads\n                              on top of it. However, current evaluations cover only classifications of whole images or require complex dense task heads which introduce a large number of parameters and add their own inductive biases. In this work, we propose\n                              dense attentive probing, a parameter-efficient readout method for dense prediction on arbitrary backbones \u2013 independent of the size and resolution of their feature volume. To this end, we extend cross-attention with distance-based\n                              masks of learnable sizes. We employ this method to evaluate 18 common backbones on dense predictions tasks in three dimensions: instance awareness, local semantics and spatial understanding. We find that DINOv2 outperforms\n                              all other backbones tested \u2013 including those supervised with masks and language \u2013 across all three task categories. Furthermore, our analysis suggests that self-supervised pretraining tends to yield features that separate\n                              object instances better than vision-language models. <\/p>\n                            <p>Code is available at http:\/\/eckerlab.org\/code\/deap.<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c341\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c341 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6634-outer style-local-12387-c342-outer\">\n                              <div data-colibri-id=\"12387-c342\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6634 style-local-12387-c342 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c343\" class=\"h-icon style-6554 style-local-12387-c343 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c343-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c344-outer\">\n                              <div data-colibri-id=\"12387-c344\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c344 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c345\" class=\"h-text h-text-component style-6562 style-local-12387-c345 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/openreview.net\/forum?id=neMAx4uBlh\" style=\"color: rgb(114, 181, 251); font-weight: 500;\" class=\"customize-unpreviewable\" draggable=\"false\" target=\"_blank\" rel=\"noopener\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0950705125009840\" style=\"color: rgb(114, 181, 251); font-weight: 300;\" class=\"customize-unpreviewable\" draggable=\"false\" target=\"_blank\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c346\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c346 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6635-outer style-local-12387-c347-outer\">\n                              <div data-colibri-id=\"12387-c347\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6635 style-local-12387-c347 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c348\" class=\"h-icon style-6554 style-local-12387-c348 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c348-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c349-outer\">\n                              <div data-colibri-id=\"12387-c349\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c349 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c350\" class=\"h-text h-text-component style-6571 style-local-12387-c350 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c351\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-6643 style-local-12387-c351 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6644-outer style-local-12387-c352-outer\">\n            <div data-colibri-id=\"12387-c352\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-6644 style-local-12387-c352 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c353\" class=\"style-6645 style-local-12387-c353 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c354\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6609 style-local-12387-c354 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-6611-outer style-local-12387-c355-outer\">\n            <div data-colibri-id=\"12387-c355\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6611 style-local-12387-c355 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c356\" class=\"h-global-transition-all h-heading style-6620 style-local-12387-c356 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6620 style-local-12387-c356\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">\u201dLearning to cluster neuronal function\u201d<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c357\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6621 style-local-12387-c357 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c358-outer\">\n                      <div data-colibri-id=\"12387-c358\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c358 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c359\" class=\"h-icon style-6625 style-local-12387-c359 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c359-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c360-outer\">\n                      <div data-colibri-id=\"12387-c360\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c360 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c361\" class=\"h-text h-text-component style-6626 style-local-12387-c361 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>September 2025<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6629-outer style-local-12387-c362-outer\">\n                      <div data-colibri-id=\"12387-c362\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6629 style-local-12387-c362 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c363\" class=\"h-icon style-6631 style-local-12387-c363 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6631-icon style-local-12387-c363-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"book\" viewbox=\"0 0 1664 1896.0833\">\n      <path d=\"M1639 478q40 57 18 129l-275 906q-19 64-76.5 107.5T1183 1664H260q-77 0-148.5-53.5T12 1479q-24-67-2-127 0-4 3-27t4-37q1-8-3-21.5t-3-19.5q2-11 8-21t16.5-23.5T52 1179q23-38 45-91.5t30-91.5q3-10 .5-30t-.5-28q3-11 17-28t17-23q21-36 42-92t25-90q1-9-2.5-32t.5-28q4-13 22-30.5t22-22.5q19-26 42.5-84.5T340 411q1-8-3-25.5t-2-26.5q2-8 9-18t18-23 17-21q8-12 16.5-30.5t15-35 16-36 19.5-32 26.5-23.5 36-11.5T556 134l-1 3q38-9 51-9h761q74 0 114 56t18 130l-274 906q-36 119-71.5 153.5T1025 1408H156q-27 0-38 15-11 16-1 43 24 70 144 70h923q29 0 56-15.5t35-41.5l300-987q7-22 5-57 38 15 59 43zm-1064 2q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1247 480l21-64q4-13-2-22.5t-20-9.5H638q-13 0-25.5 9.5T596 416zm-83 256q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1164 736l21-64q4-13-2-22.5t-20-9.5H555q-13 0-25.5 9.5T513 672z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c364-outer\">\n                      <div data-colibri-id=\"12387-c364\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c364 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c365\" class=\"h-text h-text-component style-6626 style-local-12387-c365 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>NeurIPS 2025<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c366\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6627 style-local-12387-c366 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c367-outer\">\n                      <div data-colibri-id=\"12387-c367\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c367 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c368\" class=\"h-icon style-6625 style-local-12387-c368 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c368-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6623-outer style-local-12387-c369-outer\">\n                      <div data-colibri-id=\"12387-c369\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c369 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c370\" class=\"h-text h-text-component style-6626 style-local-12387-c370 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Nina Nellen, Polina Turishcheva, Michaela Vystr\u010dilov\u00e1, Shashwat Sridhar, Tim Gollisch, Andreas Tolias and Alexander Ecker<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6775-outer style-local-12387-c371-outer\">\n                      <div data-colibri-id=\"12387-c371\" class=\"d-flex h-flex-basis h-column__inner h-ui-empty-state-container h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6775 style-local-12387-c371 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto\">\n                          <!---->\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-7730-outer style-local-12387-c372-outer\">\n                      <div data-colibri-id=\"12387-c372\" class=\"d-flex h-flex-basis h-column__inner h-ui-empty-state-container h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-7730 style-local-12387-c372 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto\">\n                          <!---->\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c373\" class=\"h-accordion style-6538 style-local-12387-c373 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c374\" class=\"h-accordion-item h-accordion-item-first-child style-6539 style-local-12387-c374 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c374\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c374\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c375\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6556 style-local-12387-c375 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6557-outer style-local-12387-c376-outer\">\n                              <div data-colibri-id=\"12387-c376\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6557 style-local-12387-c376 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c377\" class=\"h-text h-text-component style-6633 style-local-12387-c377 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6558-outer style-local-12387-c378-outer\">\n                              <div data-colibri-id=\"12387-c378\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6558 style-local-12387-c378 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c379\" class=\"h-text h-text-component style-6561 style-local-12387-c379 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>\n                                        <a href=\"https:\/\/neurips.cc\/virtual\/2025\/loc\/san-diego\/poster\/119088&nbsp;\" target=\"_blank\" rel=\"noopener\">https:\/\/neurips.cc\/virtual\/2025\/loc\/san-diego\/poster\/119088&nbsp;<\/a>\n                                      <\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c380\" class=\"h-text h-text-component style-6567 style-local-12387-c380 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>CAIMed Groups:<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c381\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6564 style-local-12387-c381 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c382-outer\">\n                              <div data-colibri-id=\"12387-c382\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c382 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c383\" class=\"h-text h-text-component style-6563 style-local-12387-c383 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Biomedical Image Recognition&nbsp;<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c384\" class=\"h-text h-text-component style-6540 style-local-12387-c384 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>Deep neural networks trained to predict neural activity from visual input and behaviour have shown great potential to serve as digital twins of the visual cortex. Per-neuron embeddings derived from these models could potentially\n                              be used to map the functional landscape or identify cell types. However, state-of-the-art predictive models of mouse V1 do not generate functional embeddings that exhibit clear clustering patterns which would correspond to\n                              cell types. This raises the question whether the lack of clustered structure is due to limitations of current models or a true feature of the functional organization of mouse V1. In this work, we introduce DECEMber &#8212; Deep\n                              Embedding Clustering via Expectation Maximization-based refinement &#8212; an explicit inductive bias into predictive models that enhances clustering by adding an auxiliary-distribution-inspired loss function that enforces structured\n                              organization among per-neuron embeddings. We jointly optimize both neuronal feature embeddings and clustering parameters, updating cluster centers and scale matrices using the EM-algorithm. We demonstrate that these modifications\n                              improve cluster consistency while preserving high predictive performance and surpassing standard clustering methods in terms of stability. Moreover, DECEMber generalizes well across species (mice, primates) and visual areas\n                              (retina, V1, V4). The code is available at https:\/\/github.com\/Nisone2000\/DECEMber, https:\/\/github.com\/ecker-lab\/cnn-training.<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c385\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c385 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6634-outer style-local-12387-c386-outer\">\n                              <div data-colibri-id=\"12387-c386\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6634 style-local-12387-c386 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c387\" class=\"h-icon style-6554 style-local-12387-c387 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c387-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c388-outer\">\n                              <div data-colibri-id=\"12387-c388\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c388 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c389\" class=\"h-text h-text-component style-6562 style-local-12387-c389 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/neurips.cc\/virtual\/2025\/loc\/san-diego\/poster\/119088&nbsp;\" style=\"font-weight: 500; color: rgb(114, 181, 251);\" class=\"customize-unpreviewable\" draggable=\"false\" target=\"_blank\" rel=\"noopener\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0950705125009840\" style=\"font-weight: 300; color: rgb(114, 181, 251);\" class=\"customize-unpreviewable\" draggable=\"false\" target=\"_blank\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c390\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c390 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6635-outer style-local-12387-c391-outer\">\n                              <div data-colibri-id=\"12387-c391\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6635 style-local-12387-c391 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c392\" class=\"h-icon style-6554 style-local-12387-c392 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c392-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c393-outer\">\n                              <div data-colibri-id=\"12387-c393\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c393 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c394\" class=\"h-text h-text-component style-6571 style-local-12387-c394 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c395\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-6643 style-local-12387-c395 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6644-outer style-local-12387-c396-outer\">\n            <div data-colibri-id=\"12387-c396\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-6644 style-local-12387-c396 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c397\" class=\"style-6645 style-local-12387-c397 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c398\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6609 style-local-12387-c398 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-6611-outer style-local-12387-c399-outer\">\n            <div data-colibri-id=\"12387-c399\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6611 style-local-12387-c399 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c400\" class=\"h-global-transition-all h-heading style-6620 style-local-12387-c400 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6620 style-local-12387-c400\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">\u201dA Circular Argument: Does RoPE need to be Equivariant for Vision?\u201d<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c401\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6621 style-local-12387-c401 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c402-outer\">\n                      <div data-colibri-id=\"12387-c402\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c402 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c403\" class=\"h-icon style-6625 style-local-12387-c403 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c403-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c404-outer\">\n                      <div data-colibri-id=\"12387-c404\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c404 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c405\" class=\"h-text h-text-component style-6626 style-local-12387-c405 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>September 2025<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6629-outer style-local-12387-c406-outer\">\n                      <div data-colibri-id=\"12387-c406\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6629 style-local-12387-c406 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c407\" class=\"h-icon style-6631 style-local-12387-c407 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6631-icon style-local-12387-c407-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"book\" viewbox=\"0 0 1664 1896.0833\">\n      <path d=\"M1639 478q40 57 18 129l-275 906q-19 64-76.5 107.5T1183 1664H260q-77 0-148.5-53.5T12 1479q-24-67-2-127 0-4 3-27t4-37q1-8-3-21.5t-3-19.5q2-11 8-21t16.5-23.5T52 1179q23-38 45-91.5t30-91.5q3-10 .5-30t-.5-28q3-11 17-28t17-23q21-36 42-92t25-90q1-9-2.5-32t.5-28q4-13 22-30.5t22-22.5q19-26 42.5-84.5T340 411q1-8-3-25.5t-2-26.5q2-8 9-18t18-23 17-21q8-12 16.5-30.5t15-35 16-36 19.5-32 26.5-23.5 36-11.5T556 134l-1 3q38-9 51-9h761q74 0 114 56t18 130l-274 906q-36 119-71.5 153.5T1025 1408H156q-27 0-38 15-11 16-1 43 24 70 144 70h923q29 0 56-15.5t35-41.5l300-987q7-22 5-57 38 15 59 43zm-1064 2q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1247 480l21-64q4-13-2-22.5t-20-9.5H638q-13 0-25.5 9.5T596 416zm-83 256q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1164 736l21-64q4-13-2-22.5t-20-9.5H555q-13 0-25.5 9.5T513 672z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c408-outer\">\n                      <div data-colibri-id=\"12387-c408\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c408 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c409\" class=\"h-text h-text-component style-6626 style-local-12387-c409 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>NeurIPS 2025<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c410\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6627 style-local-12387-c410 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c411-outer\">\n                      <div data-colibri-id=\"12387-c411\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c411 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c412\" class=\"h-icon style-6625 style-local-12387-c412 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c412-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6623-outer style-local-12387-c413-outer\">\n                      <div data-colibri-id=\"12387-c413\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c413 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c414\" class=\"h-text h-text-component style-6626 style-local-12387-c414 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Chase van de Geijn, Timo L\u00fcddecke, Polina Turishcheva and Alexander S. Ecker<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6775-outer style-local-12387-c415-outer\">\n                      <div data-colibri-id=\"12387-c415\" class=\"d-flex h-flex-basis h-column__inner h-ui-empty-state-container h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6775 style-local-12387-c415 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto\">\n                          <!---->\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-7730-outer style-local-12387-c416-outer\">\n                      <div data-colibri-id=\"12387-c416\" class=\"d-flex h-flex-basis h-column__inner h-ui-empty-state-container h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-7730 style-local-12387-c416 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto\">\n                          <!---->\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c417\" class=\"h-accordion style-6538 style-local-12387-c417 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c418\" class=\"h-accordion-item h-accordion-item-first-child style-6539 style-local-12387-c418 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c418\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c418\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c419\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6556 style-local-12387-c419 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6557-outer style-local-12387-c420-outer\">\n                              <div data-colibri-id=\"12387-c420\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6557 style-local-12387-c420 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c421\" class=\"h-text h-text-component style-6633 style-local-12387-c421 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6558-outer style-local-12387-c422-outer\">\n                              <div data-colibri-id=\"12387-c422\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6558 style-local-12387-c422 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c423\" class=\"h-text h-text-component style-6561 style-local-12387-c423 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>https:\/\/openreview.net\/forum?id=WCenI6RU9s&nbsp;<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c424\" class=\"h-text h-text-component style-6567 style-local-12387-c424 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>CAIMed Groups:<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c425\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6564 style-local-12387-c425 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c426-outer\">\n                              <div data-colibri-id=\"12387-c426\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c426 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c427\" class=\"h-text h-text-component style-6563 style-local-12387-c427 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Biomedical Image Recognition&nbsp;<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c428-outer\">\n                              <div data-colibri-id=\"12387-c428\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c428 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c429\" class=\"h-text h-text-component style-6563 style-local-12387-c429 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Digital Twins<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c430\" class=\"h-text h-text-component style-6540 style-local-12387-c430 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>Rotary Positional Encodings (RoPE) have emerged as a highly effective technique for one-dimensional sequences in Natural Language Processing spurring recent progress towards generalizing RoPE to higher-dimensional data such\n                              as images and videos. The success of RoPE has been thought to be due to its positional equivariance, i.e. its status as a textit{relative} positional encoding. In this paper, we mathematically show RoPE to be one of the\n                              most general solutions for equivariant positional embedding in one-dimensional data. Moreover, we show Mixed RoPE to be the analogously general solution for M-dimensional data, if we require commutative generators &#8212; a property\n                              necessary for RoPE&#8217;s equivariance. However, we question the necessity of equivariance. We propose Spherical RoPE, a method analogous to Mixed RoPE, but with the assumption of anti-commutative generators &#8212; relaxing the equivariant\n                              condition. Empirically, we find Spherical RoPE to have the equivalent learning behavior as its equivariant analogues. This strongly suggests that relative positional embeddings are not as important as is commonly believed.\n                              We expect this discovery to facilitate future work in positional encodings for vision that are faster and generalize better by removing the preconception that they must be relative.<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c431\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c431 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6634-outer style-local-12387-c432-outer\">\n                              <div data-colibri-id=\"12387-c432\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6634 style-local-12387-c432 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c433\" class=\"h-icon style-6554 style-local-12387-c433 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c433-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c434-outer\">\n                              <div data-colibri-id=\"12387-c434\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c434 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c435\" class=\"h-text h-text-component style-6562 style-local-12387-c435 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/openreview.net\/forum?id=WCenI6RU9s%20\" style=\"color: rgb(114, 181, 251); font-weight: 500;\" class=\"customize-unpreviewable\" draggable=\"false\" target=\"_blank\" rel=\"noopener\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0950705125009840\" style=\"color: rgb(114, 181, 251); font-weight: 300;\" class=\"customize-unpreviewable\" draggable=\"false\" target=\"_blank\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c436\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c436 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6635-outer style-local-12387-c437-outer\">\n                              <div data-colibri-id=\"12387-c437\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6635 style-local-12387-c437 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c438\" class=\"h-icon style-6554 style-local-12387-c438 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c438-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c439-outer\">\n                              <div data-colibri-id=\"12387-c439\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c439 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c440\" class=\"h-text h-text-component style-6571 style-local-12387-c440 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c441\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-6643 style-local-12387-c441 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6644-outer style-local-12387-c442-outer\">\n            <div data-colibri-id=\"12387-c442\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-6644 style-local-12387-c442 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c443\" class=\"style-6645 style-local-12387-c443 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c444\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6609 style-local-12387-c444 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-6611-outer style-local-12387-c445-outer\">\n            <div data-colibri-id=\"12387-c445\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6611 style-local-12387-c445 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c446\" class=\"h-global-transition-all h-heading style-6620 style-local-12387-c446 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6620 style-local-12387-c446\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">\u201cVANILLA: Validated knowledge graph completion\u2014A Normalization-based framework for Integrity, Link prediction, and Logical Accuracy\u201d<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c447\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6621 style-local-12387-c447 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c448-outer\">\n                      <div data-colibri-id=\"12387-c448\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c448 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c449\" class=\"h-icon style-6625 style-local-12387-c449 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c449-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c450-outer\">\n                      <div data-colibri-id=\"12387-c450\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c450 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c451\" class=\"h-text h-text-component style-6626 style-local-12387-c451 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>September 2025<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6629-outer style-local-12387-c452-outer\">\n                      <div data-colibri-id=\"12387-c452\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6629 style-local-12387-c452 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c453\" class=\"h-icon style-6631 style-local-12387-c453 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6631-icon style-local-12387-c453-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"book\" viewbox=\"0 0 1664 1896.0833\">\n      <path d=\"M1639 478q40 57 18 129l-275 906q-19 64-76.5 107.5T1183 1664H260q-77 0-148.5-53.5T12 1479q-24-67-2-127 0-4 3-27t4-37q1-8-3-21.5t-3-19.5q2-11 8-21t16.5-23.5T52 1179q23-38 45-91.5t30-91.5q3-10 .5-30t-.5-28q3-11 17-28t17-23q21-36 42-92t25-90q1-9-2.5-32t.5-28q4-13 22-30.5t22-22.5q19-26 42.5-84.5T340 411q1-8-3-25.5t-2-26.5q2-8 9-18t18-23 17-21q8-12 16.5-30.5t15-35 16-36 19.5-32 26.5-23.5 36-11.5T556 134l-1 3q38-9 51-9h761q74 0 114 56t18 130l-274 906q-36 119-71.5 153.5T1025 1408H156q-27 0-38 15-11 16-1 43 24 70 144 70h923q29 0 56-15.5t35-41.5l300-987q7-22 5-57 38 15 59 43zm-1064 2q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1247 480l21-64q4-13-2-22.5t-20-9.5H638q-13 0-25.5 9.5T596 416zm-83 256q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1164 736l21-64q4-13-2-22.5t-20-9.5H555q-13 0-25.5 9.5T513 672z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md h-col-auto style-6628-outer style-local-12387-c454-outer\">\n                      <div data-colibri-id=\"12387-c454\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6628 style-local-12387-c454 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c455\" class=\"h-text h-text-component style-6626 style-local-12387-c455 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Knowledge-Based Systems, 325, Article 113939<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c456\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6627 style-local-12387-c456 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c457-outer\">\n                      <div data-colibri-id=\"12387-c457\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c457 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c458\" class=\"h-icon style-6625 style-local-12387-c458 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c458-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6623-outer style-local-12387-c459-outer\">\n                      <div data-colibri-id=\"12387-c459\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c459 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c460\" class=\"h-text h-text-component style-6626 style-local-12387-c460 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Disha Purohit, Yashrajsinh Chudasama,\n                                <a href=\"https:\/\/caimed.de\/en\/das-zentrum\/personen\/maria-esther-vidal\">Maria-Esther Vidal<\/a>\n                              <\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6775-outer style-local-12387-c461-outer\">\n                      <div data-colibri-id=\"12387-c461\" class=\"d-flex h-flex-basis h-column__inner h-ui-empty-state-container h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6775 style-local-12387-c461 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto\">\n                          <!---->\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c462\" class=\"h-accordion style-6538 style-local-12387-c462 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c463\" class=\"h-accordion-item h-accordion-item-first-child style-6539 style-local-12387-c463 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c463\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c463\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c464\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6556 style-local-12387-c464 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6557-outer style-local-12387-c465-outer\">\n                              <div data-colibri-id=\"12387-c465\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6557 style-local-12387-c465 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c466\" class=\"h-text h-text-component style-6633 style-local-12387-c466 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6558-outer style-local-12387-c467-outer\">\n                              <div data-colibri-id=\"12387-c467\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6558 style-local-12387-c467 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c468\" class=\"h-text h-text-component style-6561 style-local-12387-c468 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>\n                                        <a href=\"https:\/\/doi.org\/10.1016\/j.knosys.2025.113939\" target=\"_blank\" rel=\"noopener\">https:\/\/doi.org\/10.1016\/j.knosys.2025.113939<\/a>\n                                      <\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c469\" class=\"h-text h-text-component style-6567 style-local-12387-c469 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>CAIMed Groups:<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c470\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6564 style-local-12387-c470 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c471-outer\">\n                              <div data-colibri-id=\"12387-c471\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c471 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c472\" class=\"h-text h-text-component style-6563 style-local-12387-c472 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>AI &amp; Active Agents<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c473-outer\">\n                              <div data-colibri-id=\"12387-c473\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c473 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c474\" class=\"h-text h-text-component style-6563 style-local-12387-c474 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Semantic Models<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c475\" class=\"h-text h-text-component style-6540 style-local-12387-c475 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>Knowledge graphs (KGs) are expressive data structures for integrating and describing heterogeneous data by unifying factual information and domain knowledge. However, under the Open World Assumption (OWA), the absence of facts\n                              does not imply falsity\u2014only incompleteness. Inductive learning methods, particularly numerical techniques such as Knowledge Graph Embeddings (KGEs) and Graph Neural Networks (GNNs), are widely used for link prediction and\n                              classification tasks in KGs. These models excel at capturing latent patterns and exploiting structural properties at scale. Nevertheless, their performance can be significantly degraded by anomalies in KG representations\u2014semantic\n                              inconsistencies and modeling artifacts that arise from unconstrained data integration. Such anomalies obscure the intended meaning of relations, introduce noise, and mislead numerical learning models. To address this issue,\n                              we introduce a normalization theory for KGs that enforces semantic consistency through normal forms. These forms restructure KGs to eliminate representational anomalies, ensuring that the data adheres to well-defined semantic\n                              constraints. We present VANILLA, a neuro-symbolic framework that combines symbolic rule learning, numerical inductive models, and constraint-based validation. By aligning inductive predictions with normalized, ontology-aware\n                              KG structures, VANILLA enables accurate and semantically grounded KG completion. Experimental results show that our approach significantly improves predictive performance while maintaining semantic integrity, demonstrating\n                              the value of normalization in hybrid KG learning systems. VANILLA is publicly available on GitHub\n                              <a href=\"https:\/\/github.com\/SDM-TIB\/VANILLA\" target=\"_blank\" rel=\"noopener\">https:\/\/github.com\/SDM-TIB\/VANILLA<\/a>\n                            <\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c476\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c476 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6634-outer style-local-12387-c477-outer\">\n                              <div data-colibri-id=\"12387-c477\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6634 style-local-12387-c477 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c478\" class=\"h-icon style-6554 style-local-12387-c478 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c478-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c479-outer\">\n                              <div data-colibri-id=\"12387-c479\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c479 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c480\" class=\"h-text h-text-component style-6562 style-local-12387-c480 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0950705125009840\" style=\"color: rgb(114, 181, 251); font-weight: 500;\" target=\"_blank\" rel=\"noopener\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0950705125009840\" style=\"color: rgb(114, 181, 251); font-weight: 300;\" target=\"_blank\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c481\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c481 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6635-outer style-local-12387-c482-outer\">\n                              <div data-colibri-id=\"12387-c482\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6635 style-local-12387-c482 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c483\" class=\"h-icon style-6554 style-local-12387-c483 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c483-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c484-outer\">\n                              <div data-colibri-id=\"12387-c484\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c484 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c485\" class=\"h-text h-text-component style-6571 style-local-12387-c485 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c486\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-6643 style-local-12387-c486 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6644-outer style-local-12387-c487-outer\">\n            <div data-colibri-id=\"12387-c487\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-6644 style-local-12387-c487 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c488\" class=\"style-6645 style-local-12387-c488 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c489\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6609 style-local-12387-c489 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-6611-outer style-local-12387-c490-outer\">\n            <div data-colibri-id=\"12387-c490\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6611 style-local-12387-c490 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c491\" class=\"h-global-transition-all h-heading style-6620 style-local-12387-c491 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6620 style-local-12387-c491\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">\u201cProbabilistic Domain Adaptation for Biomedical Image Segmentation\u201d<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c492\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6621 style-local-12387-c492 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c493-outer\">\n                      <div data-colibri-id=\"12387-c493\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c493 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c494\" class=\"h-icon style-6625 style-local-12387-c494 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c494-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c495-outer\">\n                      <div data-colibri-id=\"12387-c495\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c495 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c496\" class=\"h-text h-text-component style-6626 style-local-12387-c496 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>August 2025<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6629-outer style-local-12387-c497-outer\">\n                      <div data-colibri-id=\"12387-c497\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6629 style-local-12387-c497 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c498\" class=\"h-icon style-6631 style-local-12387-c498 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6631-icon style-local-12387-c498-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"group\" viewbox=\"0 0 1920 1896.0833\">\n      <path d=\"M593 896q-162 5-265 128H194q-82 0-138-40.5T0 865q0-353 124-353 6 0 43.5 21t97.5 42.5T384 597q67 0 133-23-5 37-5 66 0 139 81 256zm1071 637q0 120-73 189.5t-194 69.5H523q-121 0-194-69.5T256 1533q0-53 3.5-103.5t14-109T300 1212t43-97.5 62-81 85.5-53.5T602 960q10 0 43 21.5t73 48 107 48 135 21.5 135-21.5 107-48 73-48 43-21.5q61 0 111.5 20t85.5 53.5 62 81 43 97.5 26.5 108.5 14 109 3.5 103.5zM640 256q0 106-75 181t-181 75-181-75-75-181 75-181T384 0t181 75 75 181zm704 384q0 159-112.5 271.5T960 1024 688.5 911.5 576 640t112.5-271.5T960 256t271.5 112.5T1344 640zm576 225q0 78-56 118.5t-138 40.5h-134q-103-123-265-128 81-117 81-256 0-29-5-66 66 23 133 23 59 0 119-21.5t97.5-42.5 43.5-21q124 0 124 353zm-128-609q0 106-75 181t-181 75-181-75-75-181 75-181 181-75 181 75 75 181z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md h-col-auto style-6628-outer style-local-12387-c499-outer\">\n                      <div data-colibri-id=\"12387-c499\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6628 style-local-12387-c499 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c500\" class=\"h-text h-text-component style-6626 style-local-12387-c500 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>ICCVW 2025<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c501\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6627 style-local-12387-c501 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c502-outer\">\n                      <div data-colibri-id=\"12387-c502\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c502 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c503\" class=\"h-icon style-6625 style-local-12387-c503 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c503-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6623-outer style-local-12387-c504-outer\">\n                      <div data-colibri-id=\"12387-c504\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c504 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c505\" class=\"h-text h-text-component style-6626 style-local-12387-c505 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Anwai Archit, Constantin Pape<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6775-outer style-local-12387-c506-outer\">\n                      <div data-colibri-id=\"12387-c506\" class=\"d-flex h-flex-basis h-column__inner h-ui-empty-state-container h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6775 style-local-12387-c506 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto\">\n                          <!---->\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-7054-outer style-local-12387-c507-outer\">\n                      <div data-colibri-id=\"12387-c507\" class=\"d-flex h-flex-basis h-column__inner h-ui-empty-state-container h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-7054 style-local-12387-c507 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto\">\n                          <!---->\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c508\" class=\"h-accordion style-6538 style-local-12387-c508 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c509\" class=\"h-accordion-item h-accordion-item-first-child style-6539 style-local-12387-c509 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c509\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c509\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c510\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6556 style-local-12387-c510 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6557-outer style-local-12387-c511-outer\">\n                              <div data-colibri-id=\"12387-c511\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6557 style-local-12387-c511 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c512\" class=\"h-text h-text-component style-6633 style-local-12387-c512 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6558-outer style-local-12387-c513-outer\">\n                              <div data-colibri-id=\"12387-c513\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6558 style-local-12387-c513 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c514\" class=\"h-text h-text-component style-6561 style-local-12387-c514 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>\n                                        <a href=\"https:\/\/doi.org\/10.1016\/j.knosys.2025.113939\" target=\"_blank\" rel=\"noopener\">https:\/\/doi.org\/10.1016\/j.knosys.2025.113939<\/a>\n                                      <\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c515\" class=\"h-text h-text-component style-6540 style-local-12387-c515 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>Segmentation is a crucial analysis task in biomedical imaging. Given the diverse experimental settings in this field, the lack of generalization limits the use of deep learning in practice. Domain adaptation is a promising\n                              remedy: it involves training a model for a given task on a source dataset with labels and adapts it to a target dataset without additional labels. We introduce a probabilistic domain adaptation method, building on self-training\n                              approaches and the Probabilistic UNet. We use the latter to sample multiple segmentation hypotheses to implement better pseudo-label filtering. We further study joint and separate source-target training strategies and evaluate\n                              our method on three challenging domain adaptation tasks for biomedical segmentation.<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c516\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c516 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6634-outer style-local-12387-c517-outer\">\n                              <div data-colibri-id=\"12387-c517\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6634 style-local-12387-c517 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c518\" class=\"h-icon style-6554 style-local-12387-c518 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c518-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c519-outer\">\n                              <div data-colibri-id=\"12387-c519\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c519 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c520\" class=\"h-text h-text-component style-6562 style-local-12387-c520 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/arxiv.org\/abs\/2303.11790\" style=\"font-weight: 500; color: rgb(114, 181, 251);\" target=\"_blank\" rel=\"noopener\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/arxiv.org\/abs\/2303.11790\" style=\"font-weight: 300; color: rgb(114, 181, 251);\" target=\"_blank\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c521\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c521 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6635-outer style-local-12387-c522-outer\">\n                              <div data-colibri-id=\"12387-c522\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6635 style-local-12387-c522 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c523\" class=\"h-icon style-6554 style-local-12387-c523 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c523-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c524-outer\">\n                              <div data-colibri-id=\"12387-c524\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c524 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c525\" class=\"h-text h-text-component style-6571 style-local-12387-c525 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c526\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-6643 style-local-12387-c526 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6644-outer style-local-12387-c527-outer\">\n            <div data-colibri-id=\"12387-c527\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-6644 style-local-12387-c527 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c528\" class=\"style-6645 style-local-12387-c528 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c529\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6609 style-local-12387-c529 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6611-outer style-local-12387-c530-outer\">\n            <div data-colibri-id=\"12387-c530\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6611 style-local-12387-c530 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c531\" class=\"h-global-transition-all h-heading style-6620 style-local-12387-c531 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6620 style-local-12387-c531\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">&#8222;Agent-based modeling for realistic reproduction of human mobility and contact behavior to evaluate test and isolation strategies in epidemic infectious disease spread^&#8220;<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c532\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6621 style-local-12387-c532 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c533-outer\">\n                      <div data-colibri-id=\"12387-c533\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c533 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c534\" class=\"h-icon style-6625 style-local-12387-c534 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c534-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c535-outer\">\n                      <div data-colibri-id=\"12387-c535\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c535 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c536\" class=\"h-text h-text-component style-6626 style-local-12387-c536 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>July 2025<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6629-outer style-local-12387-c537-outer\">\n                      <div data-colibri-id=\"12387-c537\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6629 style-local-12387-c537 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c538\" class=\"h-icon style-6631 style-local-12387-c538 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6631-icon style-local-12387-c538-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"book\" viewbox=\"0 0 1664 1896.0833\">\n      <path d=\"M1639 478q40 57 18 129l-275 906q-19 64-76.5 107.5T1183 1664H260q-77 0-148.5-53.5T12 1479q-24-67-2-127 0-4 3-27t4-37q1-8-3-21.5t-3-19.5q2-11 8-21t16.5-23.5T52 1179q23-38 45-91.5t30-91.5q3-10 .5-30t-.5-28q3-11 17-28t17-23q21-36 42-92t25-90q1-9-2.5-32t.5-28q4-13 22-30.5t22-22.5q19-26 42.5-84.5T340 411q1-8-3-25.5t-2-26.5q2-8 9-18t18-23 17-21q8-12 16.5-30.5t15-35 16-36 19.5-32 26.5-23.5 36-11.5T556 134l-1 3q38-9 51-9h761q74 0 114 56t18 130l-274 906q-36 119-71.5 153.5T1025 1408H156q-27 0-38 15-11 16-1 43 24 70 144 70h923q29 0 56-15.5t35-41.5l300-987q7-22 5-57 38 15 59 43zm-1064 2q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1247 480l21-64q4-13-2-22.5t-20-9.5H638q-13 0-25.5 9.5T596 416zm-83 256q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1164 736l21-64q4-13-2-22.5t-20-9.5H555q-13 0-25.5 9.5T513 672z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md h-col-auto style-6628-outer style-local-12387-c539-outer\">\n                      <div data-colibri-id=\"12387-c539\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6628 style-local-12387-c539 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c540\" class=\"h-text h-text-component style-6626 style-local-12387-c540 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Computers in Biology and Medicine, 193, 110269<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c541\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6627 style-local-12387-c541 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c542-outer\">\n                      <div data-colibri-id=\"12387-c542\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c542 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c543\" class=\"h-icon style-6625 style-local-12387-c543 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c543-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6623-outer style-local-12387-c544-outer\">\n                      <div data-colibri-id=\"12387-c544\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c544 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c545\" class=\"h-text h-text-component style-6626 style-local-12387-c545 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>David Kerkmann, Sascha Korf, Khoa Nguyen, Daniel Abele, Alain Schengen, Carlotta Gerstein, Jens Henrik G\u00f6bbert, Achim Basermann, Martin J. K\u00fchn,\n                                <a href=\"https:\/\/caimed.de\/en\/das-zentrum\/personen\/michael-meyer-hermann\/\">Michael Meyer-Hermann<\/a>\n                              <\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c546\" class=\"h-accordion style-6538 style-local-12387-c546 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c547\" class=\"h-accordion-item h-accordion-item-first-child style-6539 style-local-12387-c547 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c547\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c547\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c548\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6556 style-local-12387-c548 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6557-outer style-local-12387-c549-outer\">\n                              <div data-colibri-id=\"12387-c549\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6557 style-local-12387-c549 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c550\" class=\"h-text h-text-component style-6633 style-local-12387-c550 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6558-outer style-local-12387-c551-outer\">\n                              <div data-colibri-id=\"12387-c551\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6558 style-local-12387-c551 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c552\" class=\"h-text h-text-component style-6561 style-local-12387-c552 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>\n                                        <a href=\"https:\/\/doi.org\/10.1016\/j.compbiomed.2025.110269\" target=\"_blank\" rel=\"noopener\">https:\/\/doi.org\/10.1016\/j.compbiomed.2025.110269<\/a>\n                                      <\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c553\" class=\"h-text h-text-component style-6567 style-local-12387-c553 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>CAIMed Groups:<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c554\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6564 style-local-12387-c554 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c555-outer\">\n                              <div data-colibri-id=\"12387-c555\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c555 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c556\" class=\"h-text h-text-component style-6563 style-local-12387-c556 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>AI &amp; Active Agents<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c557-outer\">\n                              <div data-colibri-id=\"12387-c557\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c557 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c558\" class=\"h-text h-text-component style-6563 style-local-12387-c558 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Human Centered AI<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c559\" class=\"h-text h-text-component style-6540 style-local-12387-c559 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>Agent-based models have proven to be useful tools in supporting decision-making processes in different application domains. The advent of modern computers and supercomputers has enabled these bottom-up approaches to realistically\n                              model human mobility and contact behavior.<\/p>\n                            <p>The COVID-19 pandemic showcased the urgent need for detailed and informative models that can answer research questions on transmission dynamics. We present a sophisticated agent-based model to simulate the spread of respiratory\n                              diseases. The model is highly modularized and can be used on various scales, from a small collection of buildings up to cities or countries. Although not being the focus of this paper, the model has undergone performance\n                              engineering on a single core and provides an efficient intra- and inter-simulation parallelization for time-critical decision-making processes.<\/p>\n                            <p>In order to allow answering research questions on individual level resolution, nonpharmaceutical intervention strategies such as face masks or venue closures can be implemented for particular locations or agents. In particular,\n                              we allow for sophisticated testing and isolation strategies to study the effects of minimal-invasive infectious disease mitigation.<\/p>\n                            <p>With realistic human mobility patterns for the region of Brunswick, Germany, we study the effects of different interventions between March 1st and May 30, 2021 in the SARS-CoV-2 pandemic. Our analyses suggest that symptom-independent\n                              testing has limited impact on the mitigation of disease dynamics if the dark figure in symptomatic cases is high. Furthermore, we found that quarantine length is more important than quarantine efficiency but that, with sufficient\n                              symptomatic control, also short quarantines can have a substantial effect.<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c560\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c560 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6634-outer style-local-12387-c561-outer\">\n                              <div data-colibri-id=\"12387-c561\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6634 style-local-12387-c561 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c562\" class=\"h-icon style-6554 style-local-12387-c562 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c562-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c563-outer\">\n                              <div data-colibri-id=\"12387-c563\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c563 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c564\" class=\"h-text h-text-component style-6562 style-local-12387-c564 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/doi.org\/10.1016\/j.compbiomed.2025.110269\" style=\"font-weight: 500; color: rgb(114, 181, 251);\" target=\"_blank\" rel=\"noopener\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/doi.org\/10.1016\/j.compbiomed.2025.110269\" style=\"font-weight: 300; color: rgb(114, 181, 251);\" target=\"_blank\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c565\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c565 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6635-outer style-local-12387-c566-outer\">\n                              <div data-colibri-id=\"12387-c566\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6635 style-local-12387-c566 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c567\" class=\"h-icon style-6554 style-local-12387-c567 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c567-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c568-outer\">\n                              <div data-colibri-id=\"12387-c568\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c568 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c569\" class=\"h-text h-text-component style-6571 style-local-12387-c569 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c570\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-6643 style-local-12387-c570 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6644-outer style-local-12387-c571-outer\">\n            <div data-colibri-id=\"12387-c571\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-6644 style-local-12387-c571 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c572\" class=\"style-6645 style-local-12387-c572 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c573\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6609 style-local-12387-c573 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6611-outer style-local-12387-c574-outer\">\n            <div data-colibri-id=\"12387-c574\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6611 style-local-12387-c574 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c575\" class=\"h-global-transition-all h-heading style-6620 style-local-12387-c575 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6620 style-local-12387-c575\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">\u201cA rule-based clinical decision support system for detection of acute kidney injury after pediatric cardiac surgery\u201d<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c576\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6621 style-local-12387-c576 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c577-outer\">\n                      <div data-colibri-id=\"12387-c577\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c577 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c578\" class=\"h-icon style-6625 style-local-12387-c578 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c578-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c579-outer\">\n                      <div data-colibri-id=\"12387-c579\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c579 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c580\" class=\"h-text h-text-component style-6626 style-local-12387-c580 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>July 2025<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6629-outer style-local-12387-c581-outer\">\n                      <div data-colibri-id=\"12387-c581\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6629 style-local-12387-c581 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c582\" class=\"h-icon style-6631 style-local-12387-c582 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6631-icon style-local-12387-c582-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"book\" viewbox=\"0 0 1664 1896.0833\">\n      <path d=\"M1639 478q40 57 18 129l-275 906q-19 64-76.5 107.5T1183 1664H260q-77 0-148.5-53.5T12 1479q-24-67-2-127 0-4 3-27t4-37q1-8-3-21.5t-3-19.5q2-11 8-21t16.5-23.5T52 1179q23-38 45-91.5t30-91.5q3-10 .5-30t-.5-28q3-11 17-28t17-23q21-36 42-92t25-90q1-9-2.5-32t.5-28q4-13 22-30.5t22-22.5q19-26 42.5-84.5T340 411q1-8-3-25.5t-2-26.5q2-8 9-18t18-23 17-21q8-12 16.5-30.5t15-35 16-36 19.5-32 26.5-23.5 36-11.5T556 134l-1 3q38-9 51-9h761q74 0 114 56t18 130l-274 906q-36 119-71.5 153.5T1025 1408H156q-27 0-38 15-11 16-1 43 24 70 144 70h923q29 0 56-15.5t35-41.5l300-987q7-22 5-57 38 15 59 43zm-1064 2q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1247 480l21-64q4-13-2-22.5t-20-9.5H638q-13 0-25.5 9.5T596 416zm-83 256q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1164 736l21-64q4-13-2-22.5t-20-9.5H555q-13 0-25.5 9.5T513 672z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md h-col-auto style-6628-outer style-local-12387-c583-outer\">\n                      <div data-colibri-id=\"12387-c583\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6628 style-local-12387-c583 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c584\" class=\"h-text h-text-component style-6626 style-local-12387-c584 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Computers in Biology and Medicine, 193, 110382<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c585\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6627 style-local-12387-c585 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c586-outer\">\n                      <div data-colibri-id=\"12387-c586\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c586 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c587\" class=\"h-icon style-6625 style-local-12387-c587 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c587-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6623-outer style-local-12387-c588-outer\">\n                      <div data-colibri-id=\"12387-c588\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c588 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c589\" class=\"h-text h-text-component style-6626 style-local-12387-c589 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Janice Wachenbrunner, Marcel Mast, Julia B\u00f6hnke, Nicole R\u00fcbsamen, Louisa Bode, Andr\u00e9 Karch, Henning Rathert, Alexander Horke,\n                                <a href=\"https:\/\/caimed.de\/en\/das-zentrum\/personen\/philipp-beerbaum\">Philipp Beerbaum<\/a>,\n                                <a href=\"https:\/\/caimed.de\/en\/das-zentrum\/personen\/michael-marschollek\">Michael Marschollek<\/a>, Thomas Jack, Martin B\u00f6hne<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c590\" class=\"h-accordion style-6538 style-local-12387-c590 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c591\" class=\"h-accordion-item h-accordion-item-first-child style-6539 style-local-12387-c591 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c591\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c591\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c592\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6556 style-local-12387-c592 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6557-outer style-local-12387-c593-outer\">\n                              <div data-colibri-id=\"12387-c593\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6557 style-local-12387-c593 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c594\" class=\"h-text h-text-component style-6633 style-local-12387-c594 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6558-outer style-local-12387-c595-outer\">\n                              <div data-colibri-id=\"12387-c595\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6558 style-local-12387-c595 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c596\" class=\"h-text h-text-component style-6561 style-local-12387-c596 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>\n                                        <a href=\"https:\/\/doi.org\/10.1016\/j.compbiomed.2025.110382\" target=\"_blank\" rel=\"noopener\">https:\/\/doi.org\/10.1016\/j.compbiomed.2025.110382<\/a>\n                                      <\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c597\" class=\"h-text h-text-component style-6567 style-local-12387-c597 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>CAIMed Groups:<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c598\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6564 style-local-12387-c598 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c599-outer\">\n                              <div data-colibri-id=\"12387-c599\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c599 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c600\" class=\"h-text h-text-component style-6563 style-local-12387-c600 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>AI &amp; Decisions<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c601-outer\">\n                              <div data-colibri-id=\"12387-c601\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c601 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c602\" class=\"h-text h-text-component style-6563 style-local-12387-c602 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Clinical Decision Support<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c603\" class=\"h-text h-text-component style-6540 style-local-12387-c603 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>Acute kidney injury (AKI) is common in children with congenital heart disease following open-heart surgery with cardiopulmonary bypass (CPB). Early AKI detection in critically ill children requires clinician expertise to compile\n                              various data from different sources within a stressful and time-sensitive environment. However, as electronic health records provide data in a machine-readable format, this process could be supported by computerized systems.\n                              Therefore, we developed a time-aware, rule-based clinical decision support system (CDSS) to detect, stage, and track temporal AKI progression in children.<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c604\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c604 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6634-outer style-local-12387-c605-outer\">\n                              <div data-colibri-id=\"12387-c605\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6634 style-local-12387-c605 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c606\" class=\"h-icon style-6554 style-local-12387-c606 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c606-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c607-outer\">\n                              <div data-colibri-id=\"12387-c607\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c607 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c608\" class=\"h-text h-text-component style-6562 style-local-12387-c608 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/doi.org\/10.1016\/j.compbiomed.2025.110382\" style=\"font-weight: 500; color: rgb(114, 181, 251);\" class=\"customize-unpreviewable\" draggable=\"false\" target=\"_blank\" rel=\"noopener\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/doi.org\/10.1038\/s41586-025-08687-8\" style=\"font-weight: 300; color: rgb(114, 181, 251);\" class=\"customize-unpreviewable\" draggable=\"false\" target=\"_blank\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c609\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c609 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6635-outer style-local-12387-c610-outer\">\n                              <div data-colibri-id=\"12387-c610\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6635 style-local-12387-c610 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c611\" class=\"h-icon style-6554 style-local-12387-c611 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c611-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c612-outer\">\n                              <div data-colibri-id=\"12387-c612\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c612 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c613\" class=\"h-text h-text-component style-6571 style-local-12387-c613 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c614\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-6643 style-local-12387-c614 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6644-outer style-local-12387-c615-outer\">\n            <div data-colibri-id=\"12387-c615\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-6644 style-local-12387-c615 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c616\" class=\"style-6645 style-local-12387-c616 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c617\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6609 style-local-12387-c617 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6611-outer style-local-12387-c618-outer\">\n            <div data-colibri-id=\"12387-c618\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6611 style-local-12387-c618 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c619\" class=\"h-global-transition-all h-heading style-6620 style-local-12387-c619 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6620 style-local-12387-c619\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">\u201cFoundation model of neural activity predicts response to new stimulus types\u201d<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c620\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6621 style-local-12387-c620 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c621-outer\">\n                      <div data-colibri-id=\"12387-c621\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c621 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c622\" class=\"h-icon style-6625 style-local-12387-c622 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c622-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c623-outer\">\n                      <div data-colibri-id=\"12387-c623\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c623 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c624\" class=\"h-text h-text-component style-6626 style-local-12387-c624 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>April 2025<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6629-outer style-local-12387-c625-outer\">\n                      <div data-colibri-id=\"12387-c625\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6629 style-local-12387-c625 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c626\" class=\"h-icon style-6631 style-local-12387-c626 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6631-icon style-local-12387-c626-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"book\" viewbox=\"0 0 1664 1896.0833\">\n      <path d=\"M1639 478q40 57 18 129l-275 906q-19 64-76.5 107.5T1183 1664H260q-77 0-148.5-53.5T12 1479q-24-67-2-127 0-4 3-27t4-37q1-8-3-21.5t-3-19.5q2-11 8-21t16.5-23.5T52 1179q23-38 45-91.5t30-91.5q3-10 .5-30t-.5-28q3-11 17-28t17-23q21-36 42-92t25-90q1-9-2.5-32t.5-28q4-13 22-30.5t22-22.5q19-26 42.5-84.5T340 411q1-8-3-25.5t-2-26.5q2-8 9-18t18-23 17-21q8-12 16.5-30.5t15-35 16-36 19.5-32 26.5-23.5 36-11.5T556 134l-1 3q38-9 51-9h761q74 0 114 56t18 130l-274 906q-36 119-71.5 153.5T1025 1408H156q-27 0-38 15-11 16-1 43 24 70 144 70h923q29 0 56-15.5t35-41.5l300-987q7-22 5-57 38 15 59 43zm-1064 2q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1247 480l21-64q4-13-2-22.5t-20-9.5H638q-13 0-25.5 9.5T596 416zm-83 256q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1164 736l21-64q4-13-2-22.5t-20-9.5H555q-13 0-25.5 9.5T513 672z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md h-col-auto style-6628-outer style-local-12387-c627-outer\">\n                      <div data-colibri-id=\"12387-c627\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6628 style-local-12387-c627 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c628\" class=\"h-text h-text-component style-6626 style-local-12387-c628 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Nature<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c629\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6627 style-local-12387-c629 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c630-outer\">\n                      <div data-colibri-id=\"12387-c630\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c630 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c631\" class=\"h-icon style-6625 style-local-12387-c631 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c631-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6623-outer style-local-12387-c632-outer\">\n                      <div data-colibri-id=\"12387-c632\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c632 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c633\" class=\"h-text h-text-component style-6626 style-local-12387-c633 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p> Eric Y. Wang, Paul G. Fahey, Zhuokun Ding, Stelios Papadopoulos, Kayla Ponder, Marissa A. Weis, Andersen Chang, Taliah Muhammad, Saumil Patel, Zhiwei Ding, Dat Tran, Jiakun Fu, Casey M. Schneider-Mizell, MICrONS Consortium,\n                                R. Clay Reid, Forrest Collman, Nuno Ma\u00e7arico da Costa, Katrin Franke, Alexander S. Ecker, Jacob Reimer, Xaq Pitkow, Fabian H. Sinz &amp; Andreas S. Tolias <\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c634\" class=\"h-accordion style-6538 style-local-12387-c634 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c635\" class=\"h-accordion-item h-accordion-item-first-child style-6539 style-local-12387-c635 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c635\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c635\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c636\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6556 style-local-12387-c636 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6557-outer style-local-12387-c637-outer\">\n                              <div data-colibri-id=\"12387-c637\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6557 style-local-12387-c637 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c638\" class=\"h-text h-text-component style-6633 style-local-12387-c638 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6558-outer style-local-12387-c639-outer\">\n                              <div data-colibri-id=\"12387-c639\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6558 style-local-12387-c639 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c640\" class=\"h-text h-text-component style-6561 style-local-12387-c640 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>\n                                        <a href=\"https:\/\/www.nature.com\/articles\/s41586-025-08829-y&nbsp;\" target=\"_blank\" rel=\"noopener\">https:\/\/www.nature.com\/articles\/s41586-025-08829-y&nbsp;<\/a>\n                                      <\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c641\" class=\"h-text h-text-component style-6567 style-local-12387-c641 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>CAIMed Groups:<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c642\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6564 style-local-12387-c642 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c643-outer\">\n                              <div data-colibri-id=\"12387-c643\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c643 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c644\" class=\"h-text h-text-component style-6563 style-local-12387-c644 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Biomedical Image Recognition<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c645-outer\">\n                              <div data-colibri-id=\"12387-c645\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c645 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c646\" class=\"h-text h-text-component style-6563 style-local-12387-c646 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Digital Twins&nbsp;<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c647\" class=\"h-text h-text-component style-6540 style-local-12387-c647 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>The complexity of neural circuits makes it challenging to decipher the brain\u2019s algorithms of intelligence. Recent breakthroughs in deep learning have produced models that accurately simulate brain activity, enhancing our understanding\n                              of the brain\u2019s computational objectives and neural coding. However, it is difficult for such models to generalize beyond their training distribution, limiting their utility. The emergence of foundation models1 trained on\n                              vast datasets has introduced a new artificial intelligence paradigm with remarkable generalization capabilities. Here we collected large amounts of neural activity from visual cortices of multiple mice and trained a foundation\n                              model to accurately predict neuronal responses to arbitrary natural videos. This model generalized to new mice with minimal training and successfully predicted responses across various new stimulus domains, such as coherent\n                              motion and noise patterns. Beyond neural response prediction, the model also accurately predicted anatomical cell types, dendritic features and neuronal connectivity within the MICrONS functional connectomics dataset2. Our\n                              work is a crucial step towards building foundation models of the brain. As neuroscience accumulates larger, multimodal datasets, foundation models will reveal statistical regularities, enable rapid adaptation to new tasks\n                              and accelerate research.<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c648\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c648 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6634-outer style-local-12387-c649-outer\">\n                              <div data-colibri-id=\"12387-c649\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6634 style-local-12387-c649 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c650\" class=\"h-icon style-6554 style-local-12387-c650 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c650-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c651-outer\">\n                              <div data-colibri-id=\"12387-c651\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c651 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c652\" class=\"h-text h-text-component style-6562 style-local-12387-c652 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/www.nature.com\/articles\/s41586-025-08829-y&nbsp;\" style=\"color: rgb(114, 181, 251); font-weight: 500;\" class=\"customize-unpreviewable\" draggable=\"false\" target=\"_blank\" rel=\"noopener\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/doi.org\/10.1038\/s41586-025-08687-8\" style=\"color: rgb(114, 181, 251); font-weight: 300;\" class=\"customize-unpreviewable\" draggable=\"false\" target=\"_blank\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c653\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c653 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6635-outer style-local-12387-c654-outer\">\n                              <div data-colibri-id=\"12387-c654\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6635 style-local-12387-c654 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c655\" class=\"h-icon style-6554 style-local-12387-c655 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c655-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c656-outer\">\n                              <div data-colibri-id=\"12387-c656\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c656 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c657\" class=\"h-text h-text-component style-6571 style-local-12387-c657 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c658\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-6643 style-local-12387-c658 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6644-outer style-local-12387-c659-outer\">\n            <div data-colibri-id=\"12387-c659\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-6644 style-local-12387-c659 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c660\" class=\"style-6645 style-local-12387-c660 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c661\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6609 style-local-12387-c661 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6611-outer style-local-12387-c662-outer\">\n            <div data-colibri-id=\"12387-c662\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6611 style-local-12387-c662 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c663\" class=\"h-global-transition-all h-heading style-6620 style-local-12387-c663 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6620 style-local-12387-c663\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">\u201cAn unsupervised map of excitatory neuron dendritic morphology in the mouse visual cortex\u201d<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c664\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6627 style-local-12387-c664 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c665-outer\">\n                      <div data-colibri-id=\"12387-c665\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c665 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c666\" class=\"h-icon style-6625 style-local-12387-c666 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c666-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6623-outer style-local-12387-c667-outer\">\n                      <div data-colibri-id=\"12387-c667\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c667 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c668\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6621 style-local-12387-c668 position-relative\">\n                            <!---->\n                            <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                              <!---->\n                              <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c669-outer\">\n                                <div data-colibri-id=\"12387-c669\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c669 position-relative\">\n                                  <!---->\n                                  <!---->\n                                  <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                                    <!---->\n                                    <div data-colibri-id=\"12387-c670\" class=\"h-icon style-6625 style-local-12387-c670 position-relative h-element\">\n                                      <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c670-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                              <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c671-outer\">\n                                <div data-colibri-id=\"12387-c671\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c671 position-relative\">\n                                  <!---->\n                                  <!---->\n                                  <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                    <!---->\n                                    <div data-colibri-id=\"12387-c672\" class=\"h-text h-text-component style-6626 style-local-12387-c672 position-relative h-element\">\n                                      <!---->\n                                      <!---->\n                                      <div class=\"\">\n                                        <p>April 2025<\/p>\n                                      <\/div>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                              <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6629-outer style-local-12387-c673-outer\">\n                                <div data-colibri-id=\"12387-c673\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6629 style-local-12387-c673 position-relative\">\n                                  <!---->\n                                  <!---->\n                                  <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                                    <!---->\n                                    <div data-colibri-id=\"12387-c674\" class=\"h-icon style-6631 style-local-12387-c674 position-relative h-element\">\n                                      <!----><span class=\"h-svg-icon h-icon__icon style-6631-icon style-local-12387-c674-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"book\" viewbox=\"0 0 1664 1896.0833\">\n      <path d=\"M1639 478q40 57 18 129l-275 906q-19 64-76.5 107.5T1183 1664H260q-77 0-148.5-53.5T12 1479q-24-67-2-127 0-4 3-27t4-37q1-8-3-21.5t-3-19.5q2-11 8-21t16.5-23.5T52 1179q23-38 45-91.5t30-91.5q3-10 .5-30t-.5-28q3-11 17-28t17-23q21-36 42-92t25-90q1-9-2.5-32t.5-28q4-13 22-30.5t22-22.5q19-26 42.5-84.5T340 411q1-8-3-25.5t-2-26.5q2-8 9-18t18-23 17-21q8-12 16.5-30.5t15-35 16-36 19.5-32 26.5-23.5 36-11.5T556 134l-1 3q38-9 51-9h761q74 0 114 56t18 130l-274 906q-36 119-71.5 153.5T1025 1408H156q-27 0-38 15-11 16-1 43 24 70 144 70h923q29 0 56-15.5t35-41.5l300-987q7-22 5-57 38 15 59 43zm-1064 2q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1247 480l21-64q4-13-2-22.5t-20-9.5H638q-13 0-25.5 9.5T596 416zm-83 256q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1164 736l21-64q4-13-2-22.5t-20-9.5H555q-13 0-25.5 9.5T513 672z\"><\/path>\n    <\/svg><\/span><\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                              <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md h-col-auto style-6628-outer style-local-12387-c675-outer\">\n                                <div data-colibri-id=\"12387-c675\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6628 style-local-12387-c675 position-relative\">\n                                  <!---->\n                                  <!---->\n                                  <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                    <!---->\n                                    <div data-colibri-id=\"12387-c676\" class=\"h-text h-text-component style-6626 style-local-12387-c676 position-relative h-element\">\n                                      <!---->\n                                      <!---->\n                                      <div class=\"\">\n                                        <p>Nature communnications<\/p>\n                                      <\/div>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                          <div data-colibri-id=\"12387-c677\" class=\"h-text h-text-component style-6626 style-local-12387-c677 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Marissa A. Weis, Stelios Papadopoulos, Laura Hansel, Timo L\u00fcddecke, Brendan Celii, Paul G. Fahey, Eric Y. Wang, J. Alexander Bae, Agnes L. Bodor, Derrick Brittain, JoAnn Buchanan, Daniel J. Bumbarger, Manuel A. Castro, Forrest\n                                Collman, Nuno Ma\u00e7arico da Costa, Sven Dorkenwald, Leila Elabbady, Akhilesh Halageri, Zhen Jia, Chris Jordan, Dan Kapner, Nico Kemnitz, Sam Kinn, Kisuk Lee, Kai Li, Ran Lu, Thomas Macrina, Gayathri Mahalingam, Eric Mitchell,\n                                Shanka Subhra Mondal, Shang Mu, Barak Nehoran, Sergiy Popovych, R. Clay Reid, Casey M. Schneider-Mizell, H. Sebastian Seung, William Silversmith, Marc Takeno, Russel Torres, Nicholas L. Turner, William Wong, Jingpeng Wu,\n                                Wenjing Yin, Szi-chieh Yu, Jacob Reimer, Philipp Berens, Andreas S. Tolias and Alexander S. Ecker<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-7731-outer style-local-12387-c678-outer\">\n                      <div data-colibri-id=\"12387-c678\" class=\"d-flex h-flex-basis h-column__inner h-ui-empty-state-container h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-7731 style-local-12387-c678 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto\">\n                          <!---->\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c679\" class=\"h-accordion style-6538 style-local-12387-c679 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c680\" class=\"h-accordion-item h-accordion-item-first-child style-6539 style-local-12387-c680 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c680\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c680\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c681\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6556 style-local-12387-c681 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6557-outer style-local-12387-c682-outer\">\n                              <div data-colibri-id=\"12387-c682\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6557 style-local-12387-c682 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c683\" class=\"h-text h-text-component style-6633 style-local-12387-c683 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6558-outer style-local-12387-c684-outer\">\n                              <div data-colibri-id=\"12387-c684\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6558 style-local-12387-c684 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c685\" class=\"h-text h-text-component style-6561 style-local-12387-c685 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>\n                                        <a href=\"https:\/\/www.nature.com\/articles\/s41467-025-58763-w&nbsp;\" target=\"_blank\" rel=\"noopener\">https:\/\/www.nature.com\/articles\/s41467-025-58763-w&nbsp;<span class=\"ql-cursor\"><\/span><\/a>\n                                      <\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c686\" class=\"h-text h-text-component style-6567 style-local-12387-c686 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>CAIMed Groups:<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c687\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6564 style-local-12387-c687 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c688-outer\">\n                              <div data-colibri-id=\"12387-c688\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c688 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c689\" class=\"h-text h-text-component style-6563 style-local-12387-c689 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Biomedical Image Recognition<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c690\" class=\"h-text h-text-component style-6540 style-local-12387-c690 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>Neurons in the neocortex exhibit astonishing morphological diversity, which is critical for properly wiring neural circuits and giving neurons their functional properties. However, the organizational principles underlying this\n                              morphological diversity remain an open question. Here, we took a data-driven approach using graph-based machine learning methods to obtain a low-dimensional morphological \u201cbar code\u201d describing more than 30,000 excitatory\n                              neurons in mouse visual areas V1, AL, and RL that were reconstructed from the millimeter scale MICrONS serial-section electron microscopy volume. Contrary to previous classifications into discrete morphological types (m-types),\n                              our data-driven approach suggests that the morphological landscape of cortical excitatory neurons is better described as a continuum, with a few notable exceptions in layers 5 and 6. Dendritic morphologies in layers 2\u20133 exhibited\n                              a trend towards a decreasing width of the dendritic arbor and a smaller tuft with increasing cortical depth. Inter-area differences were most evident in layer 4, where V1 contained more atufted neurons than higher visual\n                              areas. Moreover, we discovered neurons in V1 on the border to layer 5, which avoided deeper layers with their dendrites. In summary, we suggest that excitatory neurons\u2019 morphological diversity is better understood by considering\n                              axes of variation than using distinct m-types.<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c691\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c691 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6634-outer style-local-12387-c692-outer\">\n                              <div data-colibri-id=\"12387-c692\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6634 style-local-12387-c692 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c693\" class=\"h-icon style-6554 style-local-12387-c693 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c693-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c694-outer\">\n                              <div data-colibri-id=\"12387-c694\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c694 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c695\" class=\"h-text h-text-component style-6562 style-local-12387-c695 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/www.nature.com\/articles\/s41467-025-58763-w\" style=\"font-weight: 500; color: rgb(114, 181, 251);\" class=\"customize-unpreviewable\" draggable=\"false\" target=\"_blank\" rel=\"noopener\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/doi.org\/10.1038\/s41586-025-08687-8\" style=\"font-weight: 300; color: rgb(114, 181, 251);\" class=\"customize-unpreviewable\" draggable=\"false\" target=\"_blank\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c696\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c696 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6635-outer style-local-12387-c697-outer\">\n                              <div data-colibri-id=\"12387-c697\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6635 style-local-12387-c697 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c698\" class=\"h-icon style-6554 style-local-12387-c698 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c698-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c699-outer\">\n                              <div data-colibri-id=\"12387-c699\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c699 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c700\" class=\"h-text h-text-component style-6571 style-local-12387-c700 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c701\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-6643 style-local-12387-c701 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6644-outer style-local-12387-c702-outer\">\n            <div data-colibri-id=\"12387-c702\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-6644 style-local-12387-c702 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c703\" class=\"style-6645 style-local-12387-c703 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c704\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6609 style-local-12387-c704 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6611-outer style-local-12387-c705-outer\">\n            <div data-colibri-id=\"12387-c705\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6611 style-local-12387-c705 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c706\" class=\"h-global-transition-all h-heading style-6620 style-local-12387-c706 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6620 style-local-12387-c706\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">&#8222;Segment Anything for Histopathology\u201d<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c707\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6621 style-local-12387-c707 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c708-outer\">\n                      <div data-colibri-id=\"12387-c708\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c708 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c709\" class=\"h-icon style-6625 style-local-12387-c709 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c709-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c710-outer\">\n                      <div data-colibri-id=\"12387-c710\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c710 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c711\" class=\"h-text h-text-component style-6626 style-local-12387-c711 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>March 2025<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6629-outer style-local-12387-c712-outer\">\n                      <div data-colibri-id=\"12387-c712\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6629 style-local-12387-c712 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c713\" class=\"h-icon style-6631 style-local-12387-c713 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6631-icon style-local-12387-c713-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"group\" viewbox=\"0 0 1920 1896.0833\">\n      <path d=\"M593 896q-162 5-265 128H194q-82 0-138-40.5T0 865q0-353 124-353 6 0 43.5 21t97.5 42.5T384 597q67 0 133-23-5 37-5 66 0 139 81 256zm1071 637q0 120-73 189.5t-194 69.5H523q-121 0-194-69.5T256 1533q0-53 3.5-103.5t14-109T300 1212t43-97.5 62-81 85.5-53.5T602 960q10 0 43 21.5t73 48 107 48 135 21.5 135-21.5 107-48 73-48 43-21.5q61 0 111.5 20t85.5 53.5 62 81 43 97.5 26.5 108.5 14 109 3.5 103.5zM640 256q0 106-75 181t-181 75-181-75-75-181 75-181T384 0t181 75 75 181zm704 384q0 159-112.5 271.5T960 1024 688.5 911.5 576 640t112.5-271.5T960 256t271.5 112.5T1344 640zm576 225q0 78-56 118.5t-138 40.5h-134q-103-123-265-128 81-117 81-256 0-29-5-66 66 23 133 23 59 0 119-21.5t97.5-42.5 43.5-21q124 0 124 353zm-128-609q0 106-75 181t-181 75-181-75-75-181 75-181 181-75 181 75 75 181z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md h-col-auto style-6628-outer style-local-12387-c714-outer\">\n                      <div data-colibri-id=\"12387-c714\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6628 style-local-12387-c714 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c715\" class=\"h-text h-text-component style-6626 style-local-12387-c715 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>MIDL 2025<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c716\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6627 style-local-12387-c716 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c717-outer\">\n                      <div data-colibri-id=\"12387-c717\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c717 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c718\" class=\"h-icon style-6625 style-local-12387-c718 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c718-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6623-outer style-local-12387-c719-outer\">\n                      <div data-colibri-id=\"12387-c719\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c719 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c720\" class=\"h-text h-text-component style-6626 style-local-12387-c720 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Titus Griebel, Anwai Archit, Constantin Pape<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c721\" class=\"h-accordion style-6538 style-local-12387-c721 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c722\" class=\"h-accordion-item h-accordion-item-first-child style-6539 style-local-12387-c722 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c722\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c722\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c723\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6556 style-local-12387-c723 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6557-outer style-local-12387-c724-outer\">\n                              <div data-colibri-id=\"12387-c724\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6557 style-local-12387-c724 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c725\" class=\"h-text h-text-component style-6633 style-local-12387-c725 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6558-outer style-local-12387-c726-outer\">\n                              <div data-colibri-id=\"12387-c726\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6558 style-local-12387-c726 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c727\" class=\"h-text h-text-component style-6561 style-local-12387-c727 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>\n                                        <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2502.00408\" target=\"_blank\" rel=\"noopener\">https:\/\/doi.org\/10.48550\/arXiv.2502.00408<\/a>\n                                      <\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c728\" class=\"h-text h-text-component style-6540 style-local-12387-c728 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>Nucleus segmentation is an important analysis task in digital pathology. However, methods for automatic segmentation often struggle with new data from a different distribution, requiring users to manually annotate nuclei and\n                              retrain data-specific models. Vision foundation models (VFMs), such as the Segment Anything Model (SAM), offer a more robust alternative for automatic and interactive segmentation. Despite their success in natural images,\n                              a foundation model for nucleus segmentation in histopathology is still missing. Initial efforts to adapt SAM have shown some success, but did not yet introduce a comprehensive model for diverse segmentation tasks. To close\n                              this gap, we introduce PathoSAM, a VFM for nucleus segmentation, based on training SAM on a diverse dataset. Our extensive experiments show that it is the new state-of-the-art model for automatic and interactive nucleus instance\n                              segmentation in histopathology. We also demonstrate how it can be adapted for other segmentation tasks, including semantic nucleus segmentation. For this task, we show that it yields results better than popular methods, while\n                              not yet beating the state-of-the-art, CellViT. Our models are open-source and compatible with popular tools for data annotation. We also provide scripts for whole-slide image segmentation.<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c729\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c729 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6634-outer style-local-12387-c730-outer\">\n                              <div data-colibri-id=\"12387-c730\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6634 style-local-12387-c730 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c731\" class=\"h-icon style-6554 style-local-12387-c731 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c731-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c732-outer\">\n                              <div data-colibri-id=\"12387-c732\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c732 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c733\" class=\"h-text h-text-component style-6562 style-local-12387-c733 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/openreview.net\/forum?id=EWGV97ESaP\" style=\"color: rgb(114, 181, 251); font-weight: 500;\" class=\"customize-unpreviewable\" draggable=\"false\" target=\"_blank\" rel=\"noopener\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/doi.org\/10.1038\/s41586-025-08687-8\" style=\"color: rgb(114, 181, 251); font-weight: 300;\" class=\"customize-unpreviewable\" draggable=\"false\" target=\"_blank\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c734\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c734 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6635-outer style-local-12387-c735-outer\">\n                              <div data-colibri-id=\"12387-c735\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6635 style-local-12387-c735 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c736\" class=\"h-icon style-6554 style-local-12387-c736 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c736-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c737-outer\">\n                              <div data-colibri-id=\"12387-c737\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c737 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c738\" class=\"h-text h-text-component style-6571 style-local-12387-c738 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c739\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-6643 style-local-12387-c739 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6644-outer style-local-12387-c740-outer\">\n            <div data-colibri-id=\"12387-c740\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-6644 style-local-12387-c740 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c741\" class=\"style-6645 style-local-12387-c741 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c742\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6609 style-local-12387-c742 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6611-outer style-local-12387-c743-outer\">\n            <div data-colibri-id=\"12387-c743\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6611 style-local-12387-c743 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c744\" class=\"h-global-transition-all h-heading style-6620 style-local-12387-c744 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6620 style-local-12387-c744\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">&#8222;Parameter Efficient Fine-Tuning of Segment Anything Model for Biomedical Imaging\u201d<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c745\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6621 style-local-12387-c745 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c746-outer\">\n                      <div data-colibri-id=\"12387-c746\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c746 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c747\" class=\"h-icon style-6625 style-local-12387-c747 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c747-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c748-outer\">\n                      <div data-colibri-id=\"12387-c748\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c748 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c749\" class=\"h-text h-text-component style-6626 style-local-12387-c749 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>March 2025<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6629-outer style-local-12387-c750-outer\">\n                      <div data-colibri-id=\"12387-c750\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6629 style-local-12387-c750 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c751\" class=\"h-icon style-6631 style-local-12387-c751 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6631-icon style-local-12387-c751-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"group\" viewbox=\"0 0 1920 1896.0833\">\n      <path d=\"M593 896q-162 5-265 128H194q-82 0-138-40.5T0 865q0-353 124-353 6 0 43.5 21t97.5 42.5T384 597q67 0 133-23-5 37-5 66 0 139 81 256zm1071 637q0 120-73 189.5t-194 69.5H523q-121 0-194-69.5T256 1533q0-53 3.5-103.5t14-109T300 1212t43-97.5 62-81 85.5-53.5T602 960q10 0 43 21.5t73 48 107 48 135 21.5 135-21.5 107-48 73-48 43-21.5q61 0 111.5 20t85.5 53.5 62 81 43 97.5 26.5 108.5 14 109 3.5 103.5zM640 256q0 106-75 181t-181 75-181-75-75-181 75-181T384 0t181 75 75 181zm704 384q0 159-112.5 271.5T960 1024 688.5 911.5 576 640t112.5-271.5T960 256t271.5 112.5T1344 640zm576 225q0 78-56 118.5t-138 40.5h-134q-103-123-265-128 81-117 81-256 0-29-5-66 66 23 133 23 59 0 119-21.5t97.5-42.5 43.5-21q124 0 124 353zm-128-609q0 106-75 181t-181 75-181-75-75-181 75-181 181-75 181 75 75 181z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md h-col-auto style-6628-outer style-local-12387-c752-outer\">\n                      <div data-colibri-id=\"12387-c752\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6628 style-local-12387-c752 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c753\" class=\"h-text h-text-component style-6626 style-local-12387-c753 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>MIDL 2025<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c754\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6627 style-local-12387-c754 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c755-outer\">\n                      <div data-colibri-id=\"12387-c755\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c755 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c756\" class=\"h-icon style-6625 style-local-12387-c756 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c756-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6623-outer style-local-12387-c757-outer\">\n                      <div data-colibri-id=\"12387-c757\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c757 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c758\" class=\"h-text h-text-component style-6626 style-local-12387-c758 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Carolin Teuber, Anwai Archit, Constantin Pape<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c759\" class=\"h-accordion style-6538 style-local-12387-c759 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c760\" class=\"h-accordion-item h-accordion-item-first-child style-6539 style-local-12387-c760 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c760\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c760\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c761\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6556 style-local-12387-c761 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6557-outer style-local-12387-c762-outer\">\n                              <div data-colibri-id=\"12387-c762\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6557 style-local-12387-c762 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c763\" class=\"h-text h-text-component style-6633 style-local-12387-c763 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6558-outer style-local-12387-c764-outer\">\n                              <div data-colibri-id=\"12387-c764\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6558 style-local-12387-c764 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c765\" class=\"h-text h-text-component style-6561 style-local-12387-c765 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>\n                                        <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2502.00418\" target=\"_blank\" rel=\"noopener\">https:\/\/doi.org\/10.48550\/arXiv.2502.00418<\/a>\n                                      <\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c766\" class=\"h-text h-text-component style-6567 style-local-12387-c766 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>CAIMed Groups:<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c767\" class=\"h-text h-text-component style-6540 style-local-12387-c767 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>Segmentation is an important analysis task for biomedical images, enabling the study of individual organelles, cells or organs. Deep learning has massively improved segmentation methods, but challenges remain in generalization\n                              to new conditions, requiring costly data annotation. Vision foundation models, such as Segment Anything Model (SAM), address this issue through improved generalization. However, these models still require finetuning on annotated\n                              data, although with less annotations, to achieve optimal results for new conditions. As a downside, they require more computational resources. This makes parameter-efficient finetuning (PEFT) relevant. We contribute the first\n                              comprehensive study of PEFT for SAM applied to biomedical images. We find that the placement of PEFT layers is more important for efficiency than the type of layer for vision transformers and we provide a recipe for resource-efficient\n                              finetuning.<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c768\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c768 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6634-outer style-local-12387-c769-outer\">\n                              <div data-colibri-id=\"12387-c769\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6634 style-local-12387-c769 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c770\" class=\"h-icon style-6554 style-local-12387-c770 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c770-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c771-outer\">\n                              <div data-colibri-id=\"12387-c771\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c771 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c772\" class=\"h-text h-text-component style-6562 style-local-12387-c772 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/openreview.net\/forum?id=TWPnpixpW2\" style=\"font-weight: 500; color: rgb(114, 181, 251);\" target=\"_blank\" rel=\"noopener\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/openreview.net\/forum?id=TWPnpixpW2\" style=\"font-weight: 300; color: rgb(114, 181, 251);\" target=\"_blank\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c773\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c773 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6635-outer style-local-12387-c774-outer\">\n                              <div data-colibri-id=\"12387-c774\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6635 style-local-12387-c774 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c775\" class=\"h-icon style-6554 style-local-12387-c775 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c775-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c776-outer\">\n                              <div data-colibri-id=\"12387-c776\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c776 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c777\" class=\"h-text h-text-component style-6571 style-local-12387-c777 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c778\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-6643 style-local-12387-c778 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6644-outer style-local-12387-c779-outer\">\n            <div data-colibri-id=\"12387-c779\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-6644 style-local-12387-c779 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c780\" class=\"style-6645 style-local-12387-c780 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c781\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6609 style-local-12387-c781 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6611-outer style-local-12387-c782-outer\">\n            <div data-colibri-id=\"12387-c782\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6611 style-local-12387-c782 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c783\" class=\"h-global-transition-all h-heading style-6620 style-local-12387-c783 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6620 style-local-12387-c783\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">\u201cUsing Photon-Counting CT Images for Lung Nodule Classification\u201d<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c784\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6621 style-local-12387-c784 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c785-outer\">\n                      <div data-colibri-id=\"12387-c785\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c785 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c786\" class=\"h-icon style-6625 style-local-12387-c786 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c786-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c787-outer\">\n                      <div data-colibri-id=\"12387-c787\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c787 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c788\" class=\"h-text h-text-component style-6626 style-local-12387-c788 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>March 2025<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6629-outer style-local-12387-c789-outer\">\n                      <div data-colibri-id=\"12387-c789\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6629 style-local-12387-c789 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c790\" class=\"h-icon style-6631 style-local-12387-c790 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6631-icon style-local-12387-c790-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"group\" viewbox=\"0 0 1920 1896.0833\">\n      <path d=\"M593 896q-162 5-265 128H194q-82 0-138-40.5T0 865q0-353 124-353 6 0 43.5 21t97.5 42.5T384 597q67 0 133-23-5 37-5 66 0 139 81 256zm1071 637q0 120-73 189.5t-194 69.5H523q-121 0-194-69.5T256 1533q0-53 3.5-103.5t14-109T300 1212t43-97.5 62-81 85.5-53.5T602 960q10 0 43 21.5t73 48 107 48 135 21.5 135-21.5 107-48 73-48 43-21.5q61 0 111.5 20t85.5 53.5 62 81 43 97.5 26.5 108.5 14 109 3.5 103.5zM640 256q0 106-75 181t-181 75-181-75-75-181 75-181T384 0t181 75 75 181zm704 384q0 159-112.5 271.5T960 1024 688.5 911.5 576 640t112.5-271.5T960 256t271.5 112.5T1344 640zm576 225q0 78-56 118.5t-138 40.5h-134q-103-123-265-128 81-117 81-256 0-29-5-66 66 23 133 23 59 0 119-21.5t97.5-42.5 43.5-21q124 0 124 353zm-128-609q0 106-75 181t-181 75-181-75-75-181 75-181 181-75 181 75 75 181z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md h-col-auto style-6628-outer style-local-12387-c791-outer\">\n                      <div data-colibri-id=\"12387-c791\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6628 style-local-12387-c791 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c792\" class=\"h-text h-text-component style-6626 style-local-12387-c792 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>\n                                <a href=\"https:\/\/dl.acm.org\/doi\/proceedings\/10.1145\/3701551\" style=\"color: inherit; font-family: Poppins; font-size: 14px; font-weight: 300;\" class=\"customize-unpreviewable\" target=\"_blank\" rel=\"noopener\">WSDM &#8217;25<\/a>\n                              <\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c793\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6627 style-local-12387-c793 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c794-outer\">\n                      <div data-colibri-id=\"12387-c794\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c794 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c795\" class=\"h-icon style-6625 style-local-12387-c795 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c795-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6623-outer style-local-12387-c796-outer\">\n                      <div data-colibri-id=\"12387-c796\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c796 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c797\" class=\"h-text h-text-component style-6626 style-local-12387-c797 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Leonie Thieme, Zahra Ahmadi,\n                                <a href=\"https:\/\/caimed.de\/en\/das-zentrum\/personen\/frank-wacker\">Steffen Oeltze-Jafra<\/a>, Eike Petersen, Hoen-oh Shin, Andrea Schenk<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c798\" class=\"h-accordion style-6538 style-local-12387-c798 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c799\" class=\"h-accordion-item h-accordion-item-first-child style-6539 style-local-12387-c799 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c799\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c799\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c800\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6556 style-local-12387-c800 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6557-outer style-local-12387-c801-outer\">\n                              <div data-colibri-id=\"12387-c801\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6557 style-local-12387-c801 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c802\" class=\"h-text h-text-component style-6633 style-local-12387-c802 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6558-outer style-local-12387-c803-outer\">\n                              <div data-colibri-id=\"12387-c803\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6558 style-local-12387-c803 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c804\" class=\"h-text h-text-component style-6561 style-local-12387-c804 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>\n                                        <a href=\"https:\/\/doi.org\/10.1145\/3701551.3708810\" target=\"_blank\" rel=\"noopener\">https:\/\/doi.org\/10.1145\/3701551.3708810<\/a>\n                                      <\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c805\" class=\"h-text h-text-component style-6567 style-local-12387-c805 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>CAIMed Groups:<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c806\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6564 style-local-12387-c806 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c807-outer\">\n                              <div data-colibri-id=\"12387-c807\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c807 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c808\" class=\"h-text h-text-component style-6563 style-local-12387-c808 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>AI &amp; Decisions<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c809-outer\">\n                              <div data-colibri-id=\"12387-c809\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c809 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c810\" class=\"h-text h-text-component style-6563 style-local-12387-c810 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Human-Centered AI<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c811\" class=\"h-text h-text-component style-6540 style-local-12387-c811 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>An automatic classification of the malignancy of lung nodules in computed tomography (CT) scans can support early detection of lung cancer, which is crucial for the treatment success. The novel photon-counting CT (PCCT) technology\n                              enables high image quality with a low radiation dose and provides additional spectral information. This research focuses on whether PCCT scans offer a benefit in the automatic classification of lung nodules. Establishing\n                              a dataset of PCCT images poses several challenges, such as the extraction of annotations or the data imbalance.<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c812\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c812 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6634-outer style-local-12387-c813-outer\">\n                              <div data-colibri-id=\"12387-c813\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6634 style-local-12387-c813 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c814\" class=\"h-icon style-6554 style-local-12387-c814 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c814-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c815-outer\">\n                              <div data-colibri-id=\"12387-c815\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c815 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c816\" class=\"h-text h-text-component style-6562 style-local-12387-c816 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/doi.org\/10.1145\/3701551.3708810\" style=\"font-weight: 500; color: rgb(114, 181, 251);\" class=\"customize-unpreviewable\" draggable=\"false\" target=\"_blank\" rel=\"noopener\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/doi.org\/10.1038\/s41586-025-08687-8\" style=\"font-weight: 300; color: rgb(114, 181, 251);\" class=\"customize-unpreviewable\" draggable=\"false\" target=\"_blank\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c817\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c817 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6635-outer style-local-12387-c818-outer\">\n                              <div data-colibri-id=\"12387-c818\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6635 style-local-12387-c818 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c819\" class=\"h-icon style-6554 style-local-12387-c819 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c819-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c820-outer\">\n                              <div data-colibri-id=\"12387-c820\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c820 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c821\" class=\"h-text h-text-component style-6571 style-local-12387-c821 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c822\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-6643 style-local-12387-c822 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6644-outer style-local-12387-c823-outer\">\n            <div data-colibri-id=\"12387-c823\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-6644 style-local-12387-c823 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c824\" class=\"style-6645 style-local-12387-c824 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c825\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6609 style-local-12387-c825 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6611-outer style-local-12387-c826-outer\">\n            <div data-colibri-id=\"12387-c826\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6611 style-local-12387-c826 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c827\" class=\"h-global-transition-all h-heading style-6620 style-local-12387-c827 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6620 style-local-12387-c827\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">\u201cTransient silencing of hypermutation preserves B cell affinity during clonal bursting\u201d<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c828\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6621 style-local-12387-c828 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c829-outer\">\n                      <div data-colibri-id=\"12387-c829\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c829 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c830\" class=\"h-icon style-6625 style-local-12387-c830 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c830-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c831-outer\">\n                      <div data-colibri-id=\"12387-c831\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c831 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c832\" class=\"h-text h-text-component style-6626 style-local-12387-c832 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>March 2025<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6629-outer style-local-12387-c833-outer\">\n                      <div data-colibri-id=\"12387-c833\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6629 style-local-12387-c833 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c834\" class=\"h-icon style-6631 style-local-12387-c834 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6631-icon style-local-12387-c834-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"book\" viewbox=\"0 0 1664 1896.0833\">\n      <path d=\"M1639 478q40 57 18 129l-275 906q-19 64-76.5 107.5T1183 1664H260q-77 0-148.5-53.5T12 1479q-24-67-2-127 0-4 3-27t4-37q1-8-3-21.5t-3-19.5q2-11 8-21t16.5-23.5T52 1179q23-38 45-91.5t30-91.5q3-10 .5-30t-.5-28q3-11 17-28t17-23q21-36 42-92t25-90q1-9-2.5-32t.5-28q4-13 22-30.5t22-22.5q19-26 42.5-84.5T340 411q1-8-3-25.5t-2-26.5q2-8 9-18t18-23 17-21q8-12 16.5-30.5t15-35 16-36 19.5-32 26.5-23.5 36-11.5T556 134l-1 3q38-9 51-9h761q74 0 114 56t18 130l-274 906q-36 119-71.5 153.5T1025 1408H156q-27 0-38 15-11 16-1 43 24 70 144 70h923q29 0 56-15.5t35-41.5l300-987q7-22 5-57 38 15 59 43zm-1064 2q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1247 480l21-64q4-13-2-22.5t-20-9.5H638q-13 0-25.5 9.5T596 416zm-83 256q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1164 736l21-64q4-13-2-22.5t-20-9.5H555q-13 0-25.5 9.5T513 672z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md h-col-auto style-6628-outer style-local-12387-c835-outer\">\n                      <div data-colibri-id=\"12387-c835\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6628 style-local-12387-c835 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c836\" class=\"h-text h-text-component style-6626 style-local-12387-c836 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Nature 641, 486\u2013494<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c837\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6627 style-local-12387-c837 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c838-outer\">\n                      <div data-colibri-id=\"12387-c838\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c838 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c839\" class=\"h-icon style-6625 style-local-12387-c839 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c839-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6623-outer style-local-12387-c840-outer\">\n                      <div data-colibri-id=\"12387-c840\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c840 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c841\" class=\"h-text h-text-component style-6626 style-local-12387-c841 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Juhee Pae, Niklas Schwan, Bertrand Ottino-Loffler, William S. DeWitt, Amar Garg, Juliana Bortolatto, Ashni A. Vora, Jin-Jie Shen, Alvaro Hobbs, Tiago B. R. Castro, Luka Mesin, Frederick A. Matsen IV,\n                                <a href=\"https:\/\/caimed.de\/en\/das-zentrum\/personen\/michael-meyer-hermann\">Michael Meyer-Hermann<\/a> &amp; Gabriel D. Victora<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c842\" class=\"h-accordion style-6538 style-local-12387-c842 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c843\" class=\"h-accordion-item h-accordion-item-first-child style-6539 style-local-12387-c843 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c843\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c843\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c844\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6556 style-local-12387-c844 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6557-outer style-local-12387-c845-outer\">\n                              <div data-colibri-id=\"12387-c845\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6557 style-local-12387-c845 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c846\" class=\"h-text h-text-component style-6633 style-local-12387-c846 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6558-outer style-local-12387-c847-outer\">\n                              <div data-colibri-id=\"12387-c847\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6558 style-local-12387-c847 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c848\" class=\"h-text h-text-component style-6561 style-local-12387-c848 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>\n                                        <a href=\"https:\/\/doi.org\/10.1038\/s41586-025-08687-8\" target=\"_blank\" rel=\"noopener\">https:\/\/doi.org\/10.1038\/s41586-025-08687-8<\/a>\n                                      <\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c849\" class=\"h-text h-text-component style-6567 style-local-12387-c849 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>CAIMed Groups:<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c850\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6564 style-local-12387-c850 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c851-outer\">\n                              <div data-colibri-id=\"12387-c851\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c851 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c852\" class=\"h-text h-text-component style-6563 style-local-12387-c852 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>AI &amp; Active Agents<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c853-outer\">\n                              <div data-colibri-id=\"12387-c853\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c853 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c854\" class=\"h-text h-text-component style-6563 style-local-12387-c854 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Mathematical Models<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c855\" class=\"h-text h-text-component style-6540 style-local-12387-c855 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>In the course of antibody affinity maturation, germinal centre (GC) B cells mutate their immunoglobulin heavy- and light-chain genes in a process known as somatic hypermutation (SHM). Panels of mutant B cells with different\n                              binding affinities for antigens are then selected in a Darwinian manner, which leads to a progressive increase in affinity among the population. As with any Darwinian process, rare gain-of-fitness mutations must be identified\n                              and common loss-of-fitness mutations avoided. Progressive acquisition of mutations therefore poses a risk during large proliferative bursts, when GC B cells undergo several cell cycles in the absence of affinity-based selection.\n                              Using a combination of in vivo mouse experiments and mathematical modelling, here we show that GCs achieve this balance by strongly suppressing SHM during clonal-burst-type expansion, so that a large fraction of the progeny\n                              generated by these bursts does not deviate from their ancestral genotype. Intravital imaging and image-based cell sorting of a mouse strain carrying a reporter of cyclin-dependent kinase 2 (CDK2) activity showed that B cells\n                              that are actively undergoing proliferative bursts lack the transient CDK2low \u2018G0-like\u2019 phase of the cell cycle in which SHM takes place. We propose a model in which inertially cycling B cells mostly delay SHM until the G0-like\n                              phase that follows their final round of division in the GC dark zone, thus maintaining affinity as they clonally expand in the absence of selection.<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c856\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c856 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6634-outer style-local-12387-c857-outer\">\n                              <div data-colibri-id=\"12387-c857\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6634 style-local-12387-c857 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c858\" class=\"h-icon style-6554 style-local-12387-c858 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c858-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c859-outer\">\n                              <div data-colibri-id=\"12387-c859\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c859 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c860\" class=\"h-text h-text-component style-6562 style-local-12387-c860 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/doi.org\/10.1038\/s41586-025-08687-8\" style=\"color: rgb(114, 181, 251); font-weight: 500;\" target=\"_blank\" rel=\"noopener\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/doi.org\/10.1038\/s41586-025-08687-8\" style=\"color: rgb(114, 181, 251); font-weight: 300;\" target=\"_blank\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c861\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c861 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6635-outer style-local-12387-c862-outer\">\n                              <div data-colibri-id=\"12387-c862\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6635 style-local-12387-c862 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c863\" class=\"h-icon style-6554 style-local-12387-c863 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c863-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c864-outer\">\n                              <div data-colibri-id=\"12387-c864\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c864 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c865\" class=\"h-text h-text-component style-6571 style-local-12387-c865 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c866\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-6643 style-local-12387-c866 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6644-outer style-local-12387-c867-outer\">\n            <div data-colibri-id=\"12387-c867\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-6644 style-local-12387-c867 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c868\" class=\"style-6645 style-local-12387-c868 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c869\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6609 style-local-12387-c869 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-6611-outer style-local-12387-c870-outer\">\n            <div data-colibri-id=\"12387-c870\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6611 style-local-12387-c870 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c871\" class=\"h-global-transition-all h-heading style-6620 style-local-12387-c871 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6620 style-local-12387-c871\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">\u201dWhat should a neuron aim for? Designing local objective functions based on information theory\u201d<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c872\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6621 style-local-12387-c872 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c873-outer\">\n                      <div data-colibri-id=\"12387-c873\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c873 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c874\" class=\"h-icon style-6625 style-local-12387-c874 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c874-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c875-outer\">\n                      <div data-colibri-id=\"12387-c875\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c875 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c876\" class=\"h-text h-text-component style-6626 style-local-12387-c876 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Januar 2025<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6629-outer style-local-12387-c877-outer\">\n                      <div data-colibri-id=\"12387-c877\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6629 style-local-12387-c877 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c878\" class=\"h-icon style-6631 style-local-12387-c878 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6631-icon style-local-12387-c878-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"group\" viewbox=\"0 0 1920 1896.0833\">\n      <path d=\"M593 896q-162 5-265 128H194q-82 0-138-40.5T0 865q0-353 124-353 6 0 43.5 21t97.5 42.5T384 597q67 0 133-23-5 37-5 66 0 139 81 256zm1071 637q0 120-73 189.5t-194 69.5H523q-121 0-194-69.5T256 1533q0-53 3.5-103.5t14-109T300 1212t43-97.5 62-81 85.5-53.5T602 960q10 0 43 21.5t73 48 107 48 135 21.5 135-21.5 107-48 73-48 43-21.5q61 0 111.5 20t85.5 53.5 62 81 43 97.5 26.5 108.5 14 109 3.5 103.5zM640 256q0 106-75 181t-181 75-181-75-75-181 75-181T384 0t181 75 75 181zm704 384q0 159-112.5 271.5T960 1024 688.5 911.5 576 640t112.5-271.5T960 256t271.5 112.5T1344 640zm576 225q0 78-56 118.5t-138 40.5h-134q-103-123-265-128 81-117 81-256 0-29-5-66 66 23 133 23 59 0 119-21.5t97.5-42.5 43.5-21q124 0 124 353zm-128-609q0 106-75 181t-181 75-181-75-75-181 75-181 181-75 181 75 75 181z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md h-col-auto style-6628-outer style-local-12387-c879-outer\">\n                      <div data-colibri-id=\"12387-c879\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6628 style-local-12387-c879 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c880\" class=\"h-text h-text-component style-6626 style-local-12387-c880 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>ICLR 2025<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c881\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6627 style-local-12387-c881 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c882-outer\">\n                      <div data-colibri-id=\"12387-c882\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c882 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c883\" class=\"h-icon style-6625 style-local-12387-c883 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c883-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6623-outer style-local-12387-c884-outer\">\n                      <div data-colibri-id=\"12387-c884\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c884 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c885\" class=\"h-text h-text-component style-6626 style-local-12387-c885 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Andreas Christian Schneider, Valentin Neuhaus, David Alexander Ehrlich, Abdullah Makkeh, Alexander S Ecker, Viola Priesemann, Michael Wibral<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6775-outer style-local-12387-c886-outer\">\n                      <div data-colibri-id=\"12387-c886\" class=\"d-flex h-flex-basis h-column__inner h-ui-empty-state-container h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6775 style-local-12387-c886 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto\">\n                          <!---->\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c887\" class=\"h-accordion style-6538 style-local-12387-c887 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c888\" class=\"h-accordion-item h-accordion-item-first-child style-6539 style-local-12387-c888 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c888\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c888\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c889\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6556 style-local-12387-c889 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6557-outer style-local-12387-c890-outer\">\n                              <div data-colibri-id=\"12387-c890\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6557 style-local-12387-c890 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c891\" class=\"h-text h-text-component style-6633 style-local-12387-c891 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6558-outer style-local-12387-c892-outer\">\n                              <div data-colibri-id=\"12387-c892\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6558 style-local-12387-c892 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c893\" class=\"h-text h-text-component style-6561 style-local-12387-c893 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>\n                                        <a href=\"https:\/\/openreview.net\/forum?id=CLE09ESvul&nbsp;%3B=undefined\" target=\"_blank\" rel=\"noopener\">https:\/\/openreview.net\/forum?id=CLE09ESvul&nbsp;https:\/\/openreview.net\/forum?id=CLE09ESvul<\/a>\n                                      <\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c894\" class=\"h-text h-text-component style-6567 style-local-12387-c894 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>CAIMed Groups:<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c895\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6564 style-local-12387-c895 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c896-outer\">\n                              <div data-colibri-id=\"12387-c896\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c896 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c897\" class=\"h-text h-text-component style-6563 style-local-12387-c897 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Digital Twins<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c898-outer\">\n                              <div data-colibri-id=\"12387-c898\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c898 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c899\" class=\"h-text h-text-component style-6563 style-local-12387-c899 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Biomedical Image Recognition<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c900\" class=\"h-text h-text-component style-6540 style-local-12387-c900 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>In modern deep neural networks, the learning dynamics of individual neurons are often obscure, as the networks are trained via global optimization. Conversely, biological systems build on self-organized, local learning, achieving\n                              robustness and efficiency with limited global information. Here, we show how self-organization between individual artificial neurons can be achieved by designing abstract bio-inspired local learning goals. These goals are\n                              parameterized using a recent extension of information theory, Partial Information Decomposition (PID), which decomposes the information that a set of information sources holds about an outcome into unique, redundant and synergistic\n                              contributions. Our framework enables neurons to locally shape the integration of information from various input classes, i.e., feedforward, feedback, and lateral, by selecting which of the three inputs should contribute uniquely,\n                              redundantly or synergistically to the output. This selection is expressed as a weighted sum of PID terms, which, for a given problem, can be directly derived from intuitive reasoning or via numerical optimization, offering\n                              a window into understanding task-relevant local information processing. Achieving neuron-level interpretability while enabling strong performance using local learning, our work advances a principled information-theoretic\n                              foundation for local learning strategies.<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c901\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c901 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6634-outer style-local-12387-c902-outer\">\n                              <div data-colibri-id=\"12387-c902\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6634 style-local-12387-c902 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c903\" class=\"h-icon style-6554 style-local-12387-c903 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c903-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c904-outer\">\n                              <div data-colibri-id=\"12387-c904\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c904 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c905\" class=\"h-text h-text-component style-6562 style-local-12387-c905 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/openreview.net\/forum?id=CLE09ESvul&nbsp;%3B=undefined\" target=\"_blank\" style=\"color: rgb(114, 181, 251); font-weight: 500;\" class=\"customize-unpreviewable\" draggable=\"false\" rel=\"noopener\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/link.springer.com\/article\/10.1007\/s43441-025-00893-w\/#Abs1\" target=\"_blank\" style=\"color: rgb(114, 181, 251); font-weight: 300;\" class=\"customize-unpreviewable\" draggable=\"false\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c906\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c906 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6635-outer style-local-12387-c907-outer\">\n                              <div data-colibri-id=\"12387-c907\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6635 style-local-12387-c907 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c908\" class=\"h-icon style-6554 style-local-12387-c908 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c908-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c909-outer\">\n                              <div data-colibri-id=\"12387-c909\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c909 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c910\" class=\"h-text h-text-component style-6571 style-local-12387-c910 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c911\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-6643 style-local-12387-c911 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6644-outer style-local-12387-c912-outer\">\n            <div data-colibri-id=\"12387-c912\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-6644 style-local-12387-c912 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c913\" class=\"style-6645 style-local-12387-c913 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c914\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6609 style-local-12387-c914 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-6611-outer style-local-12387-c915-outer\">\n            <div data-colibri-id=\"12387-c915\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6611 style-local-12387-c915 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c916\" class=\"h-global-transition-all h-heading style-6620 style-local-12387-c916 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6620 style-local-12387-c916\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">\u201dRetrospective for the Dynamic Sensorium Competition for predicting large-scale mouse primary visual cortex activity from videos\u201d<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c917\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6621 style-local-12387-c917 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c918-outer\">\n                      <div data-colibri-id=\"12387-c918\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c918 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c919\" class=\"h-icon style-6625 style-local-12387-c919 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c919-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c920-outer\">\n                      <div data-colibri-id=\"12387-c920\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c920 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c921\" class=\"h-text h-text-component style-6626 style-local-12387-c921 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Dezember 2024<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6629-outer style-local-12387-c922-outer\">\n                      <div data-colibri-id=\"12387-c922\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6629 style-local-12387-c922 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c923\" class=\"h-icon style-6631 style-local-12387-c923 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6631-icon style-local-12387-c923-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"book\" viewbox=\"0 0 1664 1896.0833\">\n      <path d=\"M1639 478q40 57 18 129l-275 906q-19 64-76.5 107.5T1183 1664H260q-77 0-148.5-53.5T12 1479q-24-67-2-127 0-4 3-27t4-37q1-8-3-21.5t-3-19.5q2-11 8-21t16.5-23.5T52 1179q23-38 45-91.5t30-91.5q3-10 .5-30t-.5-28q3-11 17-28t17-23q21-36 42-92t25-90q1-9-2.5-32t.5-28q4-13 22-30.5t22-22.5q19-26 42.5-84.5T340 411q1-8-3-25.5t-2-26.5q2-8 9-18t18-23 17-21q8-12 16.5-30.5t15-35 16-36 19.5-32 26.5-23.5 36-11.5T556 134l-1 3q38-9 51-9h761q74 0 114 56t18 130l-274 906q-36 119-71.5 153.5T1025 1408H156q-27 0-38 15-11 16-1 43 24 70 144 70h923q29 0 56-15.5t35-41.5l300-987q7-22 5-57 38 15 59 43zm-1064 2q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1247 480l21-64q4-13-2-22.5t-20-9.5H638q-13 0-25.5 9.5T596 416zm-83 256q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1164 736l21-64q4-13-2-22.5t-20-9.5H555q-13 0-25.5 9.5T513 672z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md h-col-auto style-6628-outer style-local-12387-c924-outer\">\n                      <div data-colibri-id=\"12387-c924\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6628 style-local-12387-c924 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c925\" class=\"h-text h-text-component style-6626 style-local-12387-c925 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Advances in Neural Information Processing Systems (NeurIPS 2024)<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c926\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6627 style-local-12387-c926 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c927-outer\">\n                      <div data-colibri-id=\"12387-c927\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c927 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c928\" class=\"h-icon style-6625 style-local-12387-c928 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c928-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6623-outer style-local-12387-c929-outer\">\n                      <div data-colibri-id=\"12387-c929\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c929 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c930\" class=\"h-text h-text-component style-6626 style-local-12387-c930 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Polina Turishcheva, Paul G. Fahey, Michaela Vystr\u010dilov\u00e1, Laura Hansel, Rachel Froebe, Kayla Ponder, Yongrong Qiu, Konstantin F. Willeke, Mohammad Bashiri, Ruslan Baikulov, Yu Zhu, Lei Ma, Shan Yu, Tiejun Huang, Bryan M. Li,\n                                Wolf De Wulf, Nina Kudryashova, Matthias H. Hennig, Nathalie L. Rochefort, Arno Onken, Eric Wang, Zhiwei Ding, Andreas S. Tolias, Fabian H. Sinz, Alexander S. Ecker<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6775-outer style-local-12387-c931-outer\">\n                      <div data-colibri-id=\"12387-c931\" class=\"d-flex h-flex-basis h-column__inner h-ui-empty-state-container h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6775 style-local-12387-c931 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto\">\n                          <!---->\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c932\" class=\"h-accordion style-6538 style-local-12387-c932 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c933\" class=\"h-accordion-item h-accordion-item-first-child style-6539 style-local-12387-c933 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c933\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c933\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c934\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6556 style-local-12387-c934 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6557-outer style-local-12387-c935-outer\">\n                              <div data-colibri-id=\"12387-c935\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6557 style-local-12387-c935 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c936\" class=\"h-text h-text-component style-6633 style-local-12387-c936 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6558-outer style-local-12387-c937-outer\">\n                              <div data-colibri-id=\"12387-c937\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6558 style-local-12387-c937 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c938\" class=\"h-text h-text-component style-6561 style-local-12387-c938 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>\n                                        <a href=\"https:\/\/proceedings.neurips.cc\/paper_files\/paper\/2024\/hash\/d758d7c0a88d741c8ca4637579c9df87-Abstract-Datasets_and_Benchmarks_Track.html&nbsp;\" target=\"_blank\" rel=\"noopener\">https:\/\/proceedings.neurips.cc\/paper_files\/paper\/2024\/hash\/d758d7c0a88d741c8ca4637579c9df87-Abstract-Datasets_and_Benchmarks_Track.html&nbsp;<\/a>\n                                      <\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c939\" class=\"h-text h-text-component style-6567 style-local-12387-c939 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>CAIMed Groups:<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c940\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6564 style-local-12387-c940 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c941-outer\">\n                              <div data-colibri-id=\"12387-c941\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c941 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c942\" class=\"h-text h-text-component style-6563 style-local-12387-c942 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Digital Twins<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c943-outer\">\n                              <div data-colibri-id=\"12387-c943\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c943 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c944\" class=\"h-text h-text-component style-6563 style-local-12387-c944 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Biomedical Image Recognition<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c945\" class=\"h-text h-text-component style-6540 style-local-12387-c945 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>Understanding how biological visual systems process information is challenging because of the nonlinear relationship between visual input and neuronal responses. Artificial neural networks allow computational neuroscientists\n                              to create predictive models that connect biological and machine vision.Machine learning has benefited tremendously from benchmarks that compare different models on the same task under standardized conditions. However, there\n                              was no standardized benchmark to identify state-of-the-art dynamic models of the mouse visual system.To address this gap, we established the SENSORIUM 2023 Benchmark Competition with dynamic input, featuring a new large-scale\n                              dataset from the primary visual cortex of ten mice. This dataset includes responses from 78,853 neurons to 2 hours of dynamic stimuli per neuron, together with behavioral measurements such as running speed, pupil dilation,\n                              and eye movements.The competition ranked models in two tracks based on predictive performance for neuronal responses on a held-out test set: one focusing on predicting in-domain natural stimuli and another on out-of-distribution\n                              (OOD) stimuli to assess model generalization.As part of the NeurIPS 2023 Competition Track, we received more than 160 model submissions from 22 teams. Several new architectures for predictive models were proposed, and the\n                              winning teams improved the previous state-of-the-art model by 50%. Access to the dataset as well as the benchmarking infrastructure will remain online at www.sensorium-competition.net.<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c946\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c946 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6634-outer style-local-12387-c947-outer\">\n                              <div data-colibri-id=\"12387-c947\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6634 style-local-12387-c947 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c948\" class=\"h-icon style-6554 style-local-12387-c948 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c948-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c949-outer\">\n                              <div data-colibri-id=\"12387-c949\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c949 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c950\" class=\"h-text h-text-component style-6562 style-local-12387-c950 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/openreview.net\/forum?id=CLE09ESvul&nbsp;%3B=undefined\" target=\"_blank\" style=\"color: rgb(114, 181, 251); font-weight: 500;\" class=\"customize-unpreviewable\" draggable=\"false\" rel=\"noopener\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/link.springer.com\/article\/10.1007\/s43441-025-00893-w\/#Abs1\" target=\"_blank\" style=\"color: rgb(114, 181, 251); font-weight: 300;\" class=\"customize-unpreviewable\" draggable=\"false\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c951\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c951 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6635-outer style-local-12387-c952-outer\">\n                              <div data-colibri-id=\"12387-c952\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6635 style-local-12387-c952 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c953\" class=\"h-icon style-6554 style-local-12387-c953 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c953-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c954-outer\">\n                              <div data-colibri-id=\"12387-c954\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c954 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c955\" class=\"h-text h-text-component style-6571 style-local-12387-c955 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c956\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-6643 style-local-12387-c956 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6644-outer style-local-12387-c957-outer\">\n            <div data-colibri-id=\"12387-c957\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-6644 style-local-12387-c957 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c958\" class=\"style-6645 style-local-12387-c958 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c959\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6609 style-local-12387-c959 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-6611-outer style-local-12387-c960-outer\">\n            <div data-colibri-id=\"12387-c960\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6611 style-local-12387-c960 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c961\" class=\"h-global-transition-all h-heading style-6620 style-local-12387-c961 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6620 style-local-12387-c961\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">\u201dReproducibility of predictive networks for mouse visual cortex\u201d<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c962\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6621 style-local-12387-c962 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c963-outer\">\n                      <div data-colibri-id=\"12387-c963\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c963 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c964\" class=\"h-icon style-6625 style-local-12387-c964 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c964-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c965-outer\">\n                      <div data-colibri-id=\"12387-c965\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c965 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c966\" class=\"h-text h-text-component style-6626 style-local-12387-c966 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Dezember 2024<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6629-outer style-local-12387-c967-outer\">\n                      <div data-colibri-id=\"12387-c967\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6629 style-local-12387-c967 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c968\" class=\"h-icon style-6631 style-local-12387-c968 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6631-icon style-local-12387-c968-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"book\" viewbox=\"0 0 1664 1896.0833\">\n      <path d=\"M1639 478q40 57 18 129l-275 906q-19 64-76.5 107.5T1183 1664H260q-77 0-148.5-53.5T12 1479q-24-67-2-127 0-4 3-27t4-37q1-8-3-21.5t-3-19.5q2-11 8-21t16.5-23.5T52 1179q23-38 45-91.5t30-91.5q3-10 .5-30t-.5-28q3-11 17-28t17-23q21-36 42-92t25-90q1-9-2.5-32t.5-28q4-13 22-30.5t22-22.5q19-26 42.5-84.5T340 411q1-8-3-25.5t-2-26.5q2-8 9-18t18-23 17-21q8-12 16.5-30.5t15-35 16-36 19.5-32 26.5-23.5 36-11.5T556 134l-1 3q38-9 51-9h761q74 0 114 56t18 130l-274 906q-36 119-71.5 153.5T1025 1408H156q-27 0-38 15-11 16-1 43 24 70 144 70h923q29 0 56-15.5t35-41.5l300-987q7-22 5-57 38 15 59 43zm-1064 2q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1247 480l21-64q4-13-2-22.5t-20-9.5H638q-13 0-25.5 9.5T596 416zm-83 256q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1164 736l21-64q4-13-2-22.5t-20-9.5H555q-13 0-25.5 9.5T513 672z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md h-col-auto style-6628-outer style-local-12387-c969-outer\">\n                      <div data-colibri-id=\"12387-c969\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6628 style-local-12387-c969 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c970\" class=\"h-text h-text-component style-6626 style-local-12387-c970 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Advances in Neural Information Processing Systems (NeurIPS 2024)<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c971\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6627 style-local-12387-c971 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c972-outer\">\n                      <div data-colibri-id=\"12387-c972\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c972 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c973\" class=\"h-icon style-6625 style-local-12387-c973 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c973-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6623-outer style-local-12387-c974-outer\">\n                      <div data-colibri-id=\"12387-c974\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c974 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c975\" class=\"h-text h-text-component style-6626 style-local-12387-c975 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Polina Turishcheva, Max F. Burg, Fabian H. Sinz, Alexander S. Ecker<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6775-outer style-local-12387-c976-outer\">\n                      <div data-colibri-id=\"12387-c976\" class=\"d-flex h-flex-basis h-column__inner h-ui-empty-state-container h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6775 style-local-12387-c976 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto\">\n                          <!---->\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c977\" class=\"h-accordion style-6538 style-local-12387-c977 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c978\" class=\"h-accordion-item h-accordion-item-first-child style-6539 style-local-12387-c978 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c978\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c978\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c979\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6556 style-local-12387-c979 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6557-outer style-local-12387-c980-outer\">\n                              <div data-colibri-id=\"12387-c980\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6557 style-local-12387-c980 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c981\" class=\"h-text h-text-component style-6633 style-local-12387-c981 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6558-outer style-local-12387-c982-outer\">\n                              <div data-colibri-id=\"12387-c982\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6558 style-local-12387-c982 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c983\" class=\"h-text h-text-component style-6561 style-local-12387-c983 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>\n                                        <a href=\"https:\/\/proceedings.neurips.cc\/paper_files\/paper\/2024\/hash\/0f293260c9e3e9527c06920316326114-Abstract-Conference.html&nbsp;\" target=\"_blank\" rel=\"noopener\">https:\/\/proceedings.neurips.cc\/paper_files\/paper\/2024\/hash\/0f293260c9e3e9527c06920316326114-Abstract-Conference.html&nbsp;<\/a>\n                                      <\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c984\" class=\"h-text h-text-component style-6567 style-local-12387-c984 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>CAIMed Groups:<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c985\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6564 style-local-12387-c985 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c986-outer\">\n                              <div data-colibri-id=\"12387-c986\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c986 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c987\" class=\"h-text h-text-component style-6563 style-local-12387-c987 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Digital Twins<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c988-outer\">\n                              <div data-colibri-id=\"12387-c988\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c988 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c989\" class=\"h-text h-text-component style-6563 style-local-12387-c989 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Biomedical Image Recognition<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c990\" class=\"h-text h-text-component style-6540 style-local-12387-c990 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>Deep predictive models of neuronal activity have recently enabled several new discoveries about the selectivity and invariance of neurons in the visual cortex.These models learn a shared set of nonlinear basis functions, which\n                              are linearly combined via a learned weight vector to represent a neuron&#8217;s function.Such weight vectors, which can be thought as embeddings of neuronal function, have been proposed to define functional cell types via unsupervised\n                              clustering.However, as deep models are usually highly overparameterized, the learning problem is unlikely to have a unique solution, which raises the question if such embeddings can be used in a meaningful way for downstream\n                              analysis.In this paper, we investigate how stable neuronal embeddings are with respect to changes in model architecture and initialization. We find that L1 regularization to be an important ingredient for structured embeddings\n                              and develop an adaptive regularization that adjusts the strength of regularization per neuron. This regularization improves both predictive performance and how consistently neuronal embeddings cluster across model fits compared\n                              to uniform regularization.To overcome overparametrization, we propose an iterative feature pruning strategy which reduces the dimensionality of performance-optimized models by half without loss of performance and improves\n                              the consistency of neuronal embeddings with respect to clustering neurons.Our results suggest that to achieve an objective taxonomy of cell types or a compact representation of the functional landscape, we need novel architectures\n                              or learning techniques that improve identifiability. The code is available https:\/\/github.com\/pollytur\/readout_reproducibility.<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c991\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c991 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6634-outer style-local-12387-c992-outer\">\n                              <div data-colibri-id=\"12387-c992\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6634 style-local-12387-c992 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c993\" class=\"h-icon style-6554 style-local-12387-c993 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c993-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c994-outer\">\n                              <div data-colibri-id=\"12387-c994\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c994 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c995\" class=\"h-text h-text-component style-6562 style-local-12387-c995 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/proceedings.neurips.cc\/paper_files\/paper\/2024\/hash\/0f293260c9e3e9527c06920316326114-Abstract-Conference.html\" target=\"_blank\" style=\"font-weight: 500; color: rgb(114, 181, 251);\" class=\"customize-unpreviewable\" draggable=\"false\" rel=\"noopener\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/link.springer.com\/article\/10.1007\/s43441-025-00893-w\/#Abs1\" target=\"_blank\" style=\"font-weight: 300; color: rgb(114, 181, 251);\" class=\"customize-unpreviewable\" draggable=\"false\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c996\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c996 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6635-outer style-local-12387-c997-outer\">\n                              <div data-colibri-id=\"12387-c997\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6635 style-local-12387-c997 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c998\" class=\"h-icon style-6554 style-local-12387-c998 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c998-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c999-outer\">\n                              <div data-colibri-id=\"12387-c999\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c999 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1000\" class=\"h-text h-text-component style-6571 style-local-12387-c1000 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c1001\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-6643 style-local-12387-c1001 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6644-outer style-local-12387-c1002-outer\">\n            <div data-colibri-id=\"12387-c1002\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-6644 style-local-12387-c1002 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c1003\" class=\"style-6645 style-local-12387-c1003 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c1004\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6609 style-local-12387-c1004 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-6611-outer style-local-12387-c1005-outer\">\n            <div data-colibri-id=\"12387-c1005\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6611 style-local-12387-c1005 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c1006\" class=\"h-global-transition-all h-heading style-6620 style-local-12387-c1006 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6620 style-local-12387-c1006\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">\u201dA chromatic feature detector in the retina signals visual context changes\u201d<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c1007\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6621 style-local-12387-c1007 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c1008-outer\">\n                      <div data-colibri-id=\"12387-c1008\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c1008 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1009\" class=\"h-icon style-6625 style-local-12387-c1009 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c1009-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c1010-outer\">\n                      <div data-colibri-id=\"12387-c1010\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c1010 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1011\" class=\"h-text h-text-component style-6626 style-local-12387-c1011 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Oktober 2024<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6629-outer style-local-12387-c1012-outer\">\n                      <div data-colibri-id=\"12387-c1012\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6629 style-local-12387-c1012 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1013\" class=\"h-icon style-6631 style-local-12387-c1013 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6631-icon style-local-12387-c1013-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"book\" viewbox=\"0 0 1664 1896.0833\">\n      <path d=\"M1639 478q40 57 18 129l-275 906q-19 64-76.5 107.5T1183 1664H260q-77 0-148.5-53.5T12 1479q-24-67-2-127 0-4 3-27t4-37q1-8-3-21.5t-3-19.5q2-11 8-21t16.5-23.5T52 1179q23-38 45-91.5t30-91.5q3-10 .5-30t-.5-28q3-11 17-28t17-23q21-36 42-92t25-90q1-9-2.5-32t.5-28q4-13 22-30.5t22-22.5q19-26 42.5-84.5T340 411q1-8-3-25.5t-2-26.5q2-8 9-18t18-23 17-21q8-12 16.5-30.5t15-35 16-36 19.5-32 26.5-23.5 36-11.5T556 134l-1 3q38-9 51-9h761q74 0 114 56t18 130l-274 906q-36 119-71.5 153.5T1025 1408H156q-27 0-38 15-11 16-1 43 24 70 144 70h923q29 0 56-15.5t35-41.5l300-987q7-22 5-57 38 15 59 43zm-1064 2q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1247 480l21-64q4-13-2-22.5t-20-9.5H638q-13 0-25.5 9.5T596 416zm-83 256q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1164 736l21-64q4-13-2-22.5t-20-9.5H555q-13 0-25.5 9.5T513 672z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md h-col-auto style-6628-outer style-local-12387-c1014-outer\">\n                      <div data-colibri-id=\"12387-c1014\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6628 style-local-12387-c1014 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1015\" class=\"h-text h-text-component style-6626 style-local-12387-c1015 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>eLife<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c1016\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6627 style-local-12387-c1016 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c1017-outer\">\n                      <div data-colibri-id=\"12387-c1017\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c1017 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1018\" class=\"h-icon style-6625 style-local-12387-c1018 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c1018-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6623-outer style-local-12387-c1019-outer\">\n                      <div data-colibri-id=\"12387-c1019\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c1019 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1020\" class=\"h-text h-text-component style-6626 style-local-12387-c1020 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>\n                                <a href=\"https:\/\/elifesciences.org\/articles\/86860\/#x92134027\" style=\"color: inherit;\" class=\"customize-unpreviewable\" target=\"_blank\" rel=\"noopener\">Larissa H\u00f6fling<\/a>,&nbsp;\n                                <a href=\"https:\/\/elifesciences.org\/articles\/86860\/#x1b5e6a1b\" style=\"color: inherit;\" class=\"customize-unpreviewable\" target=\"_blank\" rel=\"noopener\">Klaudia P Szatko<\/a>,&nbsp;\n                                <a href=\"https:\/\/elifesciences.org\/articles\/86860\/#x77997715\" style=\"color: inherit;\" class=\"customize-unpreviewable\" target=\"_blank\" rel=\"noopener\">Christian Behrens<\/a>,&nbsp;\n                                <a href=\"https:\/\/elifesciences.org\/articles\/86860\/#x9804cbbd\" style=\"color: inherit;\" class=\"customize-unpreviewable\" target=\"_blank\" rel=\"noopener\">Yuyao Deng<\/a>,&nbsp;\n                                <a href=\"https:\/\/elifesciences.org\/articles\/86860\/#x58cba576\" style=\"color: inherit;\" class=\"customize-unpreviewable\" target=\"_blank\" rel=\"noopener\">Yongrong Qiu<\/a>,&nbsp;\n                                <a href=\"https:\/\/elifesciences.org\/articles\/86860\/#xe4b8ccc4\" style=\"color: inherit;\" class=\"customize-unpreviewable\" target=\"_blank\" rel=\"noopener\">David Alexander Klindt<\/a>,&nbsp;\n                                <a href=\"https:\/\/elifesciences.org\/articles\/86860\/#x38a637c5\" style=\"color: inherit;\" class=\"customize-unpreviewable\" target=\"_blank\" rel=\"noopener\">Zachary Jessen<\/a>,&nbsp;\n                                <a href=\"https:\/\/elifesciences.org\/articles\/86860\/#x35891d00\" style=\"color: inherit;\" class=\"customize-unpreviewable\" target=\"_blank\" rel=\"noopener\">Gregory W Schwartz<\/a>,&nbsp;\n                                <a href=\"https:\/\/elifesciences.org\/articles\/86860\/#x176546ec\" style=\"color: inherit;\" class=\"customize-unpreviewable\" target=\"_blank\" rel=\"noopener\">Matthias Bethge<\/a>,&nbsp;\n                                <a href=\"https:\/\/elifesciences.org\/articles\/86860\/#xf589e9f5\" style=\"color: inherit;\" class=\"customize-unpreviewable\" target=\"_blank\" rel=\"noopener\">Philipp Berens<\/a>,&nbsp;\n                                <a href=\"https:\/\/elifesciences.org\/articles\/86860\/#x174c77a7\" style=\"color: inherit;\" class=\"customize-unpreviewable\" target=\"_blank\" rel=\"noopener\">Katrin Franke<\/a>,&nbsp;\n                                <a href=\"https:\/\/elifesciences.org\/articles\/86860\/#xa953c019\" style=\"color: inherit;\" class=\"customize-unpreviewable\" target=\"_blank\" rel=\"noopener\">Alexander S Ecker<\/a>,&nbsp;\n                                <a href=\"https:\/\/elifesciences.org\/articles\/86860\/#xa9eb1b0c\" style=\"color: inherit;\" class=\"customize-unpreviewable\" target=\"_blank\" rel=\"noopener\">Thomas Euler<\/a>&nbsp;<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6775-outer style-local-12387-c1021-outer\">\n                      <div data-colibri-id=\"12387-c1021\" class=\"d-flex h-flex-basis h-column__inner h-ui-empty-state-container h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6775 style-local-12387-c1021 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto\">\n                          <!---->\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c1022\" class=\"h-accordion style-6538 style-local-12387-c1022 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c1023\" class=\"h-accordion-item h-accordion-item-first-child style-6539 style-local-12387-c1023 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c1023\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c1023\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c1024\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6556 style-local-12387-c1024 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6557-outer style-local-12387-c1025-outer\">\n                              <div data-colibri-id=\"12387-c1025\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6557 style-local-12387-c1025 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1026\" class=\"h-text h-text-component style-6633 style-local-12387-c1026 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6558-outer style-local-12387-c1027-outer\">\n                              <div data-colibri-id=\"12387-c1027\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6558 style-local-12387-c1027 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1028\" class=\"h-text h-text-component style-6561 style-local-12387-c1028 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>\n                                        <a href=\"https:\/\/elifesciences.org\/articles\/86860&nbsp;\" class=\"customize-unpreviewable\" target=\"_blank\" rel=\"noopener\">https:\/\/elifesciences.org\/articles\/86860<\/a>\n                                      <\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1029\" class=\"h-text h-text-component style-6567 style-local-12387-c1029 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>CAIMed Groups:<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1030\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6564 style-local-12387-c1030 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c1031-outer\">\n                              <div data-colibri-id=\"12387-c1031\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c1031 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1032\" class=\"h-text h-text-component style-6563 style-local-12387-c1032 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Biomedical Image Recognition<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1033\" class=\"h-text h-text-component style-6540 style-local-12387-c1033 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>The retina transforms patterns of light into visual feature representations supporting behaviour. These representations are distributed across various types of retinal ganglion cells (RGCs), whose spatial and temporal tuning\n                              properties have been studied extensively in many model organisms, including the mouse. However, it has been difficult to link the potentially nonlinear retinal transformations of natural visual inputs to specific ethological\n                              purposes. Here, we discover a nonlinear selectivity to chromatic contrast in an RGC type that allows the detection of changes in visual context. We trained a convolutional neural network (CNN) model on large-scale functional\n                              recordings of RGC responses to natural mouse movies, and then used this model to search in silico for stimuli that maximally excite distinct types of RGCs. This procedure predicted centre colour opponency in transient suppressed-by-contrast\n                              (tSbC) RGCs, a cell type whose function is being debated. We confirmed experimentally that these cells indeed responded very selectively to Green-OFF, UV-ON contrasts. This type of chromatic contrast was characteristic of\n                              transitions from ground to sky in the visual scene, as might be elicited by head or eye movements across the horizon. Because tSbC cells performed best among all RGC types at reliably detecting these transitions, we suggest\n                              a role for this RGC type in providing contextual information (i.e. sky or ground) necessary for the selection of appropriate behavioural responses to other stimuli, such as looming objects. Our work showcases how a combination\n                              of experiments with natural stimuli and computational modelling allows discovering novel types of stimulus selectivity and identifying their potential ethological relevance.<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1034\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c1034 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6634-outer style-local-12387-c1035-outer\">\n                              <div data-colibri-id=\"12387-c1035\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6634 style-local-12387-c1035 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1036\" class=\"h-icon style-6554 style-local-12387-c1036 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c1036-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c1037-outer\">\n                              <div data-colibri-id=\"12387-c1037\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c1037 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1038\" class=\"h-text h-text-component style-6562 style-local-12387-c1038 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/elifesciences.org\/articles\/86860&nbsp;\" style=\"color: rgb(114, 181, 251); font-weight: 500;\" target=\"_blank\" rel=\"noopener\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/link.springer.com\/article\/10.1007\/s43441-025-00893-w\/#Abs1\" target=\"_blank\" style=\"color: rgb(114, 181, 251); font-weight: 300;\" class=\"customize-unpreviewable\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1039\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c1039 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6635-outer style-local-12387-c1040-outer\">\n                              <div data-colibri-id=\"12387-c1040\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6635 style-local-12387-c1040 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1041\" class=\"h-icon style-6554 style-local-12387-c1041 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c1041-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c1042-outer\">\n                              <div data-colibri-id=\"12387-c1042\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c1042 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1043\" class=\"h-text h-text-component style-6571 style-local-12387-c1043 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c1044\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-6643 style-local-12387-c1044 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6644-outer style-local-12387-c1045-outer\">\n            <div data-colibri-id=\"12387-c1045\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-6644 style-local-12387-c1045 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c1046\" class=\"style-6645 style-local-12387-c1046 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c1047\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6609 style-local-12387-c1047 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-6611-outer style-local-12387-c1048-outer\">\n            <div data-colibri-id=\"12387-c1048\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6611 style-local-12387-c1048 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c1049\" class=\"h-global-transition-all h-heading style-6620 style-local-12387-c1049 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6620 style-local-12387-c1049\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">\u201dDiverse task-driven modeling of macaque V4 reveals functional specialization towards semantic tasks\u201d<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c1050\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6621 style-local-12387-c1050 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c1051-outer\">\n                      <div data-colibri-id=\"12387-c1051\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c1051 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1052\" class=\"h-icon style-6625 style-local-12387-c1052 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c1052-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c1053-outer\">\n                      <div data-colibri-id=\"12387-c1053\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c1053 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1054\" class=\"h-text h-text-component style-6626 style-local-12387-c1054 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Mai 2024<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6629-outer style-local-12387-c1055-outer\">\n                      <div data-colibri-id=\"12387-c1055\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6629 style-local-12387-c1055 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1056\" class=\"h-icon style-6631 style-local-12387-c1056 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6631-icon style-local-12387-c1056-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"book\" viewbox=\"0 0 1664 1896.0833\">\n      <path d=\"M1639 478q40 57 18 129l-275 906q-19 64-76.5 107.5T1183 1664H260q-77 0-148.5-53.5T12 1479q-24-67-2-127 0-4 3-27t4-37q1-8-3-21.5t-3-19.5q2-11 8-21t16.5-23.5T52 1179q23-38 45-91.5t30-91.5q3-10 .5-30t-.5-28q3-11 17-28t17-23q21-36 42-92t25-90q1-9-2.5-32t.5-28q4-13 22-30.5t22-22.5q19-26 42.5-84.5T340 411q1-8-3-25.5t-2-26.5q2-8 9-18t18-23 17-21q8-12 16.5-30.5t15-35 16-36 19.5-32 26.5-23.5 36-11.5T556 134l-1 3q38-9 51-9h761q74 0 114 56t18 130l-274 906q-36 119-71.5 153.5T1025 1408H156q-27 0-38 15-11 16-1 43 24 70 144 70h923q29 0 56-15.5t35-41.5l300-987q7-22 5-57 38 15 59 43zm-1064 2q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1247 480l21-64q4-13-2-22.5t-20-9.5H638q-13 0-25.5 9.5T596 416zm-83 256q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1164 736l21-64q4-13-2-22.5t-20-9.5H555q-13 0-25.5 9.5T513 672z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c1057-outer\">\n                      <div data-colibri-id=\"12387-c1057\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c1057 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1058\" class=\"h-text h-text-component style-6626 style-local-12387-c1058 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>PLOS Computational Biology<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c1059\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6627 style-local-12387-c1059 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c1060-outer\">\n                      <div data-colibri-id=\"12387-c1060\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c1060 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1061\" class=\"h-icon style-6625 style-local-12387-c1061 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c1061-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6623-outer style-local-12387-c1062-outer\">\n                      <div data-colibri-id=\"12387-c1062\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c1062 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1063\" class=\"h-text h-text-component style-6626 style-local-12387-c1063 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Santiago A. Cadena,&nbsp; Konstantin F. Willeke, Kelli Restivo, George Denfield, Fabian H. Sinz, Matthias Bethge, Andreas S. Tolias, Alexander S. Ecker<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6775-outer style-local-12387-c1064-outer\">\n                      <div data-colibri-id=\"12387-c1064\" class=\"d-flex h-flex-basis h-column__inner h-ui-empty-state-container h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6775 style-local-12387-c1064 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto\">\n                          <!---->\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c1065\" class=\"h-accordion style-6538 style-local-12387-c1065 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c1066\" class=\"h-accordion-item h-accordion-item-first-child style-6539 style-local-12387-c1066 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c1066\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c1066\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c1067\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6556 style-local-12387-c1067 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6557-outer style-local-12387-c1068-outer\">\n                              <div data-colibri-id=\"12387-c1068\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6557 style-local-12387-c1068 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1069\" class=\"h-text h-text-component style-6633 style-local-12387-c1069 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6558-outer style-local-12387-c1070-outer\">\n                              <div data-colibri-id=\"12387-c1070\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6558 style-local-12387-c1070 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1071\" class=\"h-text h-text-component style-6561 style-local-12387-c1071 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>\n                                        <a href=\"https:\/\/journals.plos.org\/ploscompbiol\/article?id=10.1371%2Fjournal.pcbi.1012056\" target=\"_blank\" rel=\"noopener\">https:\/\/journals.plos.org\/ploscompbiol\/article?id=10.1371\/journal.pcbi.1012056&nbsp;<\/a>\n                                      <\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1072\" class=\"h-text h-text-component style-6567 style-local-12387-c1072 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>CAIMed Groups:<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1073\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6564 style-local-12387-c1073 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c1074-outer\">\n                              <div data-colibri-id=\"12387-c1074\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c1074 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1075\" class=\"h-text h-text-component style-6563 style-local-12387-c1075 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Biomedical Image Recognition<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1076\" class=\"h-text h-text-component style-6540 style-local-12387-c1076 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>The retina transforms patterns of light into visual feature representations supporting behaviour. These representations are distributed across various types of retinal ganglion cells (RGCs), whose spatial and temporal tuning\n                              properties have been studied extensively in many model organisms, including the mouse. However, it has been difficult to link the potentially nonlinear retinal transformations of natural visual inputs to specific ethological\n                              purposes. Here, we discover a nonlinear selectivity to chromatic contrast in an RGC type that allows the detection of changes in visual context. We trained a convolutional neural network (CNN) model on large-scale functional\n                              recordings of RGC responses to natural mouse movies, and then used this model to search in silico for stimuli that maximally excite distinct types of RGCs. This procedure predicted centre colour opponency in transient suppressed-by-contrast\n                              (tSbC) RGCs, a cell type whose function is being debated. We confirmed experimentally that these cells indeed responded very selectively to Green-OFF, UV-ON contrasts. This type of chromatic contrast was characteristic of\n                              transitions from ground to sky in the visual scene, as might be elicited by head or eye movements across the horizon. Because tSbC cells performed best among all RGC types at reliably detecting these transitions, we suggest\n                              a role for this RGC type in providing contextual information (i.e. sky or ground) necessary for the selection of appropriate behavioural responses to other stimuli, such as looming objects. Our work showcases how a combination\n                              of experiments with natural stimuli and computational modelling allows discovering novel types of stimulus selectivity and identifying their potential ethological relevance.<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1077\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c1077 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6634-outer style-local-12387-c1078-outer\">\n                              <div data-colibri-id=\"12387-c1078\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6634 style-local-12387-c1078 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1079\" class=\"h-icon style-6554 style-local-12387-c1079 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c1079-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c1080-outer\">\n                              <div data-colibri-id=\"12387-c1080\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c1080 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1081\" class=\"h-text h-text-component style-6562 style-local-12387-c1081 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/journals.plos.org\/ploscompbiol\/article?id=10.1371%2Fjournal.pcbi.1012056\" style=\"font-weight: 500; color: rgb(114, 181, 251);\" target=\"_blank\" rel=\"noopener\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/journals.plos.org\/ploscompbiol\/article?id=10.1371%2Fjournal.pcbi.1012056\" style=\"font-weight: 300; color: rgb(114, 181, 251);\" target=\"_blank\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1082\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c1082 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6635-outer style-local-12387-c1083-outer\">\n                              <div data-colibri-id=\"12387-c1083\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6635 style-local-12387-c1083 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1084\" class=\"h-icon style-6554 style-local-12387-c1084 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c1084-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c1085-outer\">\n                              <div data-colibri-id=\"12387-c1085\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c1085 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1086\" class=\"h-text h-text-component style-6571 style-local-12387-c1086 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c1087\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-6643 style-local-12387-c1087 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6644-outer style-local-12387-c1088-outer\">\n            <div data-colibri-id=\"12387-c1088\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-6644 style-local-12387-c1088 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c1089\" class=\"style-6645 style-local-12387-c1089 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c1090\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6609 style-local-12387-c1090 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-6611-outer style-local-12387-c1091-outer\">\n            <div data-colibri-id=\"12387-c1091\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6611 style-local-12387-c1091 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c1092\" class=\"h-global-transition-all h-heading style-6620 style-local-12387-c1092 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6620 style-local-12387-c1092\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">\u201dCXCR6 + CD69 + CD8 + T cells in ascites are associated with disease severity in patients with cirrhosis\u201d<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c1093\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6621 style-local-12387-c1093 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c1094-outer\">\n                      <div data-colibri-id=\"12387-c1094\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c1094 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1095\" class=\"h-icon style-6625 style-local-12387-c1095 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c1095-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c1096-outer\">\n                      <div data-colibri-id=\"12387-c1096\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c1096 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1097\" class=\"h-text h-text-component style-6626 style-local-12387-c1097 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>M\u00e4rz 2024<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6629-outer style-local-12387-c1098-outer\">\n                      <div data-colibri-id=\"12387-c1098\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6629 style-local-12387-c1098 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1099\" class=\"h-icon style-6631 style-local-12387-c1099 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6631-icon style-local-12387-c1099-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"book\" viewbox=\"0 0 1664 1896.0833\">\n      <path d=\"M1639 478q40 57 18 129l-275 906q-19 64-76.5 107.5T1183 1664H260q-77 0-148.5-53.5T12 1479q-24-67-2-127 0-4 3-27t4-37q1-8-3-21.5t-3-19.5q2-11 8-21t16.5-23.5T52 1179q23-38 45-91.5t30-91.5q3-10 .5-30t-.5-28q3-11 17-28t17-23q21-36 42-92t25-90q1-9-2.5-32t.5-28q4-13 22-30.5t22-22.5q19-26 42.5-84.5T340 411q1-8-3-25.5t-2-26.5q2-8 9-18t18-23 17-21q8-12 16.5-30.5t15-35 16-36 19.5-32 26.5-23.5 36-11.5T556 134l-1 3q38-9 51-9h761q74 0 114 56t18 130l-274 906q-36 119-71.5 153.5T1025 1408H156q-27 0-38 15-11 16-1 43 24 70 144 70h923q29 0 56-15.5t35-41.5l300-987q7-22 5-57 38 15 59 43zm-1064 2q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1247 480l21-64q4-13-2-22.5t-20-9.5H638q-13 0-25.5 9.5T596 416zm-83 256q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1164 736l21-64q4-13-2-22.5t-20-9.5H555q-13 0-25.5 9.5T513 672z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c1100-outer\">\n                      <div data-colibri-id=\"12387-c1100\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c1100 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1101\" class=\"h-text h-text-component style-6626 style-local-12387-c1101 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>JHEP reports : innovation in hepatology<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c1102\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6627 style-local-12387-c1102 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c1103-outer\">\n                      <div data-colibri-id=\"12387-c1103\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c1103 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1104\" class=\"h-icon style-6625 style-local-12387-c1104 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c1104-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6623-outer style-local-12387-c1105-outer\">\n                      <div data-colibri-id=\"12387-c1105\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c1105 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1106\" class=\"h-text h-text-component style-6626 style-local-12387-c1106 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Christian Niehaus, Sebastian Klein, Benedikt Strunz, Erich Freyer, Benjamin Maasoumy, Heiner Wedemeyer, Niklas K. Bj\u00f6rkstr\u00f6m, Anke R.M. Kraft, Markus Cornberg<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6775-outer style-local-12387-c1107-outer\">\n                      <div data-colibri-id=\"12387-c1107\" class=\"d-flex h-flex-basis h-column__inner h-ui-empty-state-container h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6775 style-local-12387-c1107 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto\">\n                          <!---->\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c1108\" class=\"h-accordion style-6538 style-local-12387-c1108 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c1109\" class=\"h-accordion-item h-accordion-item-first-child style-6539 style-local-12387-c1109 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c1109\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c1109\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c1110\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6556 style-local-12387-c1110 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6557-outer style-local-12387-c1111-outer\">\n                              <div data-colibri-id=\"12387-c1111\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6557 style-local-12387-c1111 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1112\" class=\"h-text h-text-component style-6633 style-local-12387-c1112 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6558-outer style-local-12387-c1113-outer\">\n                              <div data-colibri-id=\"12387-c1113\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6558 style-local-12387-c1113 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1114\" class=\"h-text h-text-component style-6561 style-local-12387-c1114 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>\n                                        <a href=\"https:\/\/doi.org\/10.1016\/j.jhepr.2024.101074\" style=\"font-size: 14pt;\" target=\"_blank\" rel=\"noopener\">https:\/\/doi.org\/10.1016\/j.jhepr.2024.101074&nbsp;<\/a>\n                                      <\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1115\" class=\"h-text h-text-component style-6567 style-local-12387-c1115 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>CAIMed Groups:<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1116\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6564 style-local-12387-c1116 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c1117-outer\">\n                              <div data-colibri-id=\"12387-c1117\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c1117 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1118\" class=\"h-text h-text-component style-6563 style-local-12387-c1118 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Biomedical Image Recognition<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1119\" class=\"h-text h-text-component style-6540 style-local-12387-c1119 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>The retina transforms patterns of light into visual feature representations supporting behaviour. These representations are distributed across various types of retinal ganglion cells (RGCs), whose spatial and temporal tuning\n                              properties have been studied extensively in many model organisms, including the mouse. However, it has been difficult to link the potentially nonlinear retinal transformations of natural visual inputs to specific ethological\n                              purposes. Here, we discover a nonlinear selectivity to chromatic contrast in an RGC type that allows the detection of changes in visual context. We trained a convolutional neural network (CNN) model on large-scale functional\n                              recordings of RGC responses to natural mouse movies, and then used this model to search in silico for stimuli that maximally excite distinct types of RGCs. This procedure predicted centre colour opponency in transient suppressed-by-contrast\n                              (tSbC) RGCs, a cell type whose function is being debated. We confirmed experimentally that these cells indeed responded very selectively to Green-OFF, UV-ON contrasts. This type of chromatic contrast was characteristic of\n                              transitions from ground to sky in the visual scene, as might be elicited by head or eye movements across the horizon. Because tSbC cells performed best among all RGC types at reliably detecting these transitions, we suggest\n                              a role for this RGC type in providing contextual information (i.e. sky or ground) necessary for the selection of appropriate behavioural responses to other stimuli, such as looming objects. Our work showcases how a combination\n                              of experiments with natural stimuli and computational modelling allows discovering novel types of stimulus selectivity and identifying their potential ethological relevance.<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1120\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c1120 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6634-outer style-local-12387-c1121-outer\">\n                              <div data-colibri-id=\"12387-c1121\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6634 style-local-12387-c1121 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1122\" class=\"h-icon style-6554 style-local-12387-c1122 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c1122-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c1123-outer\">\n                              <div data-colibri-id=\"12387-c1123\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c1123 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1124\" class=\"h-text h-text-component style-6562 style-local-12387-c1124 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/www.jhep-reports.eu\/article\/S2589-5559(24)00078-8\/fulltext\" style=\"font-weight: 500; color: rgb(114, 181, 251);\" target=\"_blank\" rel=\"noopener\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/journals.plos.org\/ploscompbiol\/article?id=10.1371%2Fjournal.pcbi.1012056\" style=\"font-weight: 300; color: rgb(114, 181, 251);\" class=\"customize-unpreviewable\" target=\"_blank\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1125\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c1125 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6635-outer style-local-12387-c1126-outer\">\n                              <div data-colibri-id=\"12387-c1126\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6635 style-local-12387-c1126 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1127\" class=\"h-icon style-6554 style-local-12387-c1127 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c1127-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c1128-outer\">\n                              <div data-colibri-id=\"12387-c1128\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c1128 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1129\" class=\"h-text h-text-component style-6571 style-local-12387-c1129 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c1130\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-6643 style-local-12387-c1130 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6644-outer style-local-12387-c1131-outer\">\n            <div data-colibri-id=\"12387-c1131\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-6644 style-local-12387-c1131 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c1132\" class=\"style-6645 style-local-12387-c1132 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c1133\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6609 style-local-12387-c1133 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6611-outer style-local-12387-c1134-outer\">\n            <div data-colibri-id=\"12387-c1134\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6611 style-local-12387-c1134 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c1135\" class=\"h-global-transition-all h-heading style-6620 style-local-12387-c1135 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6620 style-local-12387-c1135\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">\u201cContinuous monitoring of physiological data using the patient vital status fusion score in septic critical care patients\u201d<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c1136\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6621 style-local-12387-c1136 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c1137-outer\">\n                      <div data-colibri-id=\"12387-c1137\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c1137 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1138\" class=\"h-icon style-6625 style-local-12387-c1138 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c1138-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c1139-outer\">\n                      <div data-colibri-id=\"12387-c1139\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c1139 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1140\" class=\"h-text h-text-component style-6626 style-local-12387-c1140 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>March 2024<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6629-outer style-local-12387-c1141-outer\">\n                      <div data-colibri-id=\"12387-c1141\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6629 style-local-12387-c1141 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1142\" class=\"h-icon style-6631 style-local-12387-c1142 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6631-icon style-local-12387-c1142-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"book\" viewbox=\"0 0 1664 1896.0833\">\n      <path d=\"M1639 478q40 57 18 129l-275 906q-19 64-76.5 107.5T1183 1664H260q-77 0-148.5-53.5T12 1479q-24-67-2-127 0-4 3-27t4-37q1-8-3-21.5t-3-19.5q2-11 8-21t16.5-23.5T52 1179q23-38 45-91.5t30-91.5q3-10 .5-30t-.5-28q3-11 17-28t17-23q21-36 42-92t25-90q1-9-2.5-32t.5-28q4-13 22-30.5t22-22.5q19-26 42.5-84.5T340 411q1-8-3-25.5t-2-26.5q2-8 9-18t18-23 17-21q8-12 16.5-30.5t15-35 16-36 19.5-32 26.5-23.5 36-11.5T556 134l-1 3q38-9 51-9h761q74 0 114 56t18 130l-274 906q-36 119-71.5 153.5T1025 1408H156q-27 0-38 15-11 16-1 43 24 70 144 70h923q29 0 56-15.5t35-41.5l300-987q7-22 5-57 38 15 59 43zm-1064 2q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1247 480l21-64q4-13-2-22.5t-20-9.5H638q-13 0-25.5 9.5T596 416zm-83 256q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1164 736l21-64q4-13-2-22.5t-20-9.5H555q-13 0-25.5 9.5T513 672z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md h-col-auto style-6628-outer style-local-12387-c1143-outer\">\n                      <div data-colibri-id=\"12387-c1143\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6628 style-local-12387-c1143 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1144\" class=\"h-text h-text-component style-6626 style-local-12387-c1144 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Sci Rep 14, 7198<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c1145\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6627 style-local-12387-c1145 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c1146-outer\">\n                      <div data-colibri-id=\"12387-c1146\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c1146 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1147\" class=\"h-icon style-6625 style-local-12387-c1147 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c1147-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6623-outer style-local-12387-c1148-outer\">\n                      <div data-colibri-id=\"12387-c1148\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c1148 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1149\" class=\"h-text h-text-component style-6626 style-local-12387-c1149 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Philipp L. S. Ohland, Thomas Jack, Marcel Mast, Anette Melk, Andr\u00e9 Bleich &amp; Steven R. Talbot<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c1150\" class=\"h-accordion style-6538 style-local-12387-c1150 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c1151\" class=\"h-accordion-item h-accordion-item-first-child style-6539 style-local-12387-c1151 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c1151\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c1151\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c1152\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6556 style-local-12387-c1152 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6557-outer style-local-12387-c1153-outer\">\n                              <div data-colibri-id=\"12387-c1153\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6557 style-local-12387-c1153 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1154\" class=\"h-text h-text-component style-6633 style-local-12387-c1154 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6558-outer style-local-12387-c1155-outer\">\n                              <div data-colibri-id=\"12387-c1155\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6558 style-local-12387-c1155 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1156\" class=\"h-text h-text-component style-6561 style-local-12387-c1156 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>\n                                        <a href=\"https:\/\/doi.org\/10.1038\/s41598-024-57712-9\" target=\"_blank\" rel=\"noopener\">https:\/\/doi.org\/10.1038\/s41598-024-57712-9<\/a>\n                                      <\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1157\" class=\"h-text h-text-component style-6567 style-local-12387-c1157 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>CAIMed Groups:<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1158\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6564 style-local-12387-c1158 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c1159-outer\">\n                              <div data-colibri-id=\"12387-c1159\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c1159 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1160\" class=\"h-text h-text-component style-6563 style-local-12387-c1160 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Clinical Decision Support<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1161\" class=\"h-text h-text-component style-6540 style-local-12387-c1161 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>Accurate and standardized methods for assessing the vital status of patients are crucial for patient care and scientific research. This study introduces the Patient Vital Status (PVS), which quantifies and contextualizes a\n                              patient&#8217;s physical status based on continuous variables such as vital signs and deviations from age-dependent normative values. The vital signs, heart rate, oxygen saturation, respiratory rate, mean arterial blood pressure,\n                              and temperature were selected as input to the PVS pipeline. The method was applied to 70 pediatric patients in the intensive care unit (ICU), and its efficacy was evaluated by matching high values with septic events at different\n                              time points in patient care. Septic events included systemic inflammatory response syndrome (SIRS) and suspected or proven sepsis. The comparison of maximum PVS values between the presence and absence of a septic event showed\n                              significant differences (SIRS\/No SIRS: p\u2009&lt;\u20090.0001, \u03b72\u2009=\u20090.54; Suspected Sepsis\/No Suspected Sepsis: p\u2009=\u20090.00047, \u03b72\u2009=\u20090.43; Proven Sepsis\/No Proven Sepsis: p\u2009=\u20090.0055, \u03b72\u2009=\u20090.34). A further comparison between the most\n                              severe PVS in septic patients with the PVS at ICU discharge showed even higher effect sizes (SIRS: p\u2009&lt;\u20090.0001, \u03b72\u2009=\u20090.8; Suspected Sepsis: p\u2009&lt;\u20090.0001, \u03b72\u2009=\u20090.8; Proven Sepsis: p\u2009=\u20090.002, \u03b72\u2009=\u20090.84). The PVS is emerging\n                              as a data-driven tool with the potential to assess a patient&#8217;s vital status in the ICU objectively. Despite real-world data challenges and potential annotation biases, it shows promise for monitoring disease progression and\n                              treatment responses. Its adaptability to different disease markers and reliance on age-dependent reference values further broaden its application possibilities. Real-time implementation of PVS in personalized patient monitoring\n                              may be a promising way to improve critical care. However, PVS requires further research and external validation to realize its true potential.<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1162\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c1162 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6634-outer style-local-12387-c1163-outer\">\n                              <div data-colibri-id=\"12387-c1163\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6634 style-local-12387-c1163 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1164\" class=\"h-icon style-6554 style-local-12387-c1164 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c1164-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c1165-outer\">\n                              <div data-colibri-id=\"12387-c1165\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c1165 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1166\" class=\"h-text h-text-component style-6562 style-local-12387-c1166 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/doi.org\/10.1038\/s41598-024-57712-9\" style=\"font-weight: 500; color: rgb(114, 181, 251);\" target=\"_blank\" rel=\"noopener\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/doi.org\/10.1038\/s41586-025-08687-8\" style=\"font-weight: 300; color: rgb(114, 181, 251);\" class=\"customize-unpreviewable\" target=\"_blank\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1167\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c1167 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6635-outer style-local-12387-c1168-outer\">\n                              <div data-colibri-id=\"12387-c1168\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6635 style-local-12387-c1168 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1169\" class=\"h-icon style-6554 style-local-12387-c1169 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c1169-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c1170-outer\">\n                              <div data-colibri-id=\"12387-c1170\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c1170 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1171\" class=\"h-text h-text-component style-6571 style-local-12387-c1171 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c1172\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-6643 style-local-12387-c1172 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6644-outer style-local-12387-c1173-outer\">\n            <div data-colibri-id=\"12387-c1173\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-6644 style-local-12387-c1173 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c1174\" class=\"style-6645 style-local-12387-c1174 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c1175\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6609 style-local-12387-c1175 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6611-outer style-local-12387-c1176-outer\">\n            <div data-colibri-id=\"12387-c1176\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6611 style-local-12387-c1176 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c1177\" class=\"h-global-transition-all h-heading style-6620 style-local-12387-c1177 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6620 style-local-12387-c1177\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">\u201cMost discriminative stimuli for functional cell type clustering\u201d<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c1178\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6621 style-local-12387-c1178 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c1179-outer\">\n                      <div data-colibri-id=\"12387-c1179\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c1179 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1180\" class=\"h-icon style-6625 style-local-12387-c1180 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c1180-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6623-outer style-local-12387-c1181-outer\">\n                      <div data-colibri-id=\"12387-c1181\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c1181 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1182\" class=\"h-text h-text-component style-6626 style-local-12387-c1182 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>January 2024<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6629-outer style-local-12387-c1183-outer\">\n                      <div data-colibri-id=\"12387-c1183\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6629 style-local-12387-c1183 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1184\" class=\"h-icon style-6631 style-local-12387-c1184 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6631-icon style-local-12387-c1184-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"group\" viewbox=\"0 0 1920 1896.0833\">\n      <path d=\"M593 896q-162 5-265 128H194q-82 0-138-40.5T0 865q0-353 124-353 6 0 43.5 21t97.5 42.5T384 597q67 0 133-23-5 37-5 66 0 139 81 256zm1071 637q0 120-73 189.5t-194 69.5H523q-121 0-194-69.5T256 1533q0-53 3.5-103.5t14-109T300 1212t43-97.5 62-81 85.5-53.5T602 960q10 0 43 21.5t73 48 107 48 135 21.5 135-21.5 107-48 73-48 43-21.5q61 0 111.5 20t85.5 53.5 62 81 43 97.5 26.5 108.5 14 109 3.5 103.5zM640 256q0 106-75 181t-181 75-181-75-75-181 75-181T384 0t181 75 75 181zm704 384q0 159-112.5 271.5T960 1024 688.5 911.5 576 640t112.5-271.5T960 256t271.5 112.5T1344 640zm576 225q0 78-56 118.5t-138 40.5h-134q-103-123-265-128 81-117 81-256 0-29-5-66 66 23 133 23 59 0 119-21.5t97.5-42.5 43.5-21q124 0 124 353zm-128-609q0 106-75 181t-181 75-181-75-75-181 75-181 181-75 181 75 75 181z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md h-col-auto style-6628-outer style-local-12387-c1185-outer\">\n                      <div data-colibri-id=\"12387-c1185\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6628 style-local-12387-c1185 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1186\" class=\"h-text h-text-component style-6626 style-local-12387-c1186 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>ICLR 2024<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c1187\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6627 style-local-12387-c1187 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6622-outer style-local-12387-c1188-outer\">\n                      <div data-colibri-id=\"12387-c1188\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6622 style-local-12387-c1188 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1189\" class=\"h-icon style-6625 style-local-12387-c1189 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6625-icon style-local-12387-c1189-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6623-outer style-local-12387-c1190-outer\">\n                      <div data-colibri-id=\"12387-c1190\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6623 style-local-12387-c1190 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1191\" class=\"h-text h-text-component style-6626 style-local-12387-c1191 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Max F Burg, Thomas Zenkel, Michaela Vystr\u010dilov\u00e1, Jonathan Oesterle, Larissa H\u00f6fling, Konstantin Friedrich Willeke, Jan Lause, Sarah M\u00fcller, Paul G. Fahey, Zhiwei Ding, Kelli Restivo, Shashwat Sridhar, Tim Gollisch, Philipp\n                                Berens, Andreas S. Tolias, Thomas Euler, Matthias Bethge, Alexander S Ecker <\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c1192\" class=\"h-accordion style-6538 style-local-12387-c1192 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c1193\" class=\"h-accordion-item h-accordion-item-first-child style-6539 style-local-12387-c1193 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c1193\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c1193\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c1194\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6556 style-local-12387-c1194 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6557-outer style-local-12387-c1195-outer\">\n                              <div data-colibri-id=\"12387-c1195\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6557 style-local-12387-c1195 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1196\" class=\"h-text h-text-component style-6633 style-local-12387-c1196 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6558-outer style-local-12387-c1197-outer\">\n                              <div data-colibri-id=\"12387-c1197\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6558 style-local-12387-c1197 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1198\" class=\"h-text h-text-component style-6561 style-local-12387-c1198 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>\n                                        <a href=\"https:\/\/openreview.net\/forum?id=9W6KaAcYlr&nbsp;%3B=undefined\" target=\"_blank\" rel=\"noopener\">https:\/\/openreview.net\/forum?id=9W6KaAcYlr&nbsp;<\/a>\n                                      <\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1199\" class=\"h-text h-text-component style-6567 style-local-12387-c1199 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>CAIMed Groups:<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1200\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6564 style-local-12387-c1200 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6565-outer style-local-12387-c1201-outer\">\n                              <div data-colibri-id=\"12387-c1201\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6565 style-local-12387-c1201 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1202\" class=\"h-text h-text-component style-6563 style-local-12387-c1202 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Biomedical Image Recognition&nbsp;<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1203\" class=\"h-text h-text-component style-6540 style-local-12387-c1203 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>Identifying cell types and understanding their functional properties is crucial for unraveling the mechanisms underlying perception and cognition. In the retina, functional types can be identified by carefully selected stimuli,\n                              but this requires expert domain knowledge and biases the procedure towards previously known cell types. In the visual cortex, it is still unknown what functional types exist and how to identify them. Thus, for unbiased identification\n                              of the functional cell types in retina and visual cortex, new approaches are needed. Here we propose an optimization-based clustering approach using deep predictive models to obtain functional clusters of neurons using Most\n                              Discriminative Stimuli (MDS). Our approach alternates between stimulus optimization with cluster reassignment akin to an expectation-maximization algorithm. The algorithm recovers functional clusters in mouse retina, marmoset\n                              retina and macaque visual area V4. This demonstrates that our approach can successfully find discriminative stimuli across species, stages of the visual system and recording techniques. The resulting most discriminative stimuli\n                              can be used to assign functional cell types fast and on the fly, without the need to train complex predictive models or show a large natural scene dataset, paving the way for experiments that were previously limited by experimental\n                              time. Crucially, MDS are interpretable: they visualize the distinctive stimulus patterns that most unambiguously identify a specific type of neuron.<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1204\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c1204 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6634-outer style-local-12387-c1205-outer\">\n                              <div data-colibri-id=\"12387-c1205\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6634 style-local-12387-c1205 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1206\" class=\"h-icon style-6554 style-local-12387-c1206 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c1206-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c1207-outer\">\n                              <div data-colibri-id=\"12387-c1207\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c1207 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1208\" class=\"h-text h-text-component style-6562 style-local-12387-c1208 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/openreview.net\/forum?id=9W6KaAcYlr\" target=\"_blank\" style=\"color: rgb(114, 181, 251); font-weight: 500;\" class=\"customize-unpreviewable\" draggable=\"false\" rel=\"noopener\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/doi.org\/10.1038\/s41586-025-08687-8\" style=\"color: rgb(114, 181, 251); font-weight: 300;\" class=\"customize-unpreviewable\" draggable=\"false\" target=\"_blank\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1209\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6568 style-local-12387-c1209 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6635-outer style-local-12387-c1210-outer\">\n                              <div data-colibri-id=\"12387-c1210\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6635 style-local-12387-c1210 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1211\" class=\"h-icon style-6554 style-local-12387-c1211 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6554-icon style-local-12387-c1211-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6570-outer style-local-12387-c1212-outer\">\n                              <div data-colibri-id=\"12387-c1212\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6570 style-local-12387-c1212 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1213\" class=\"h-text h-text-component style-6571 style-local-12387-c1213 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n  <div data-colibri-component=\"section\" data-colibri-id=\"12387-c1214\" id=\"reusable-sections\" class=\"h-section h-section-global-spacing d-flex align-items-lg-center align-items-md-center align-items-center style-6805 style-local-12387-c1214 position-relative\">\n    <!---->\n    <!---->\n    <div class=\"h-section-grid-container h-section-boxed-container\">\n      <!---->\n      <div data-colibri-id=\"12387-c1215\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-2 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-2 style-6806 style-local-12387-c1215 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-2 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-2\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6809-outer style-local-12387-c1216-outer\">\n            <div data-colibri-id=\"12387-c1216\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6809 style-local-12387-c1216 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c1217\" class=\"style-6810 style-local-12387-c1217 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6811-outer style-local-12387-c1218-outer\">\n            <div data-colibri-id=\"12387-c1218\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6811 style-local-12387-c1218 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c1219\" class=\"h-global-transition-all h-heading style-6812 style-local-12387-c1219 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6812 style-local-12387-c1219\">\n                    <!---->\n                    <!---->\n                    <h1 class=\"\">Preprints<\/h1>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n  <div data-colibri-component=\"section\" data-colibri-id=\"12387-c1220\" id=\"reusable-sections-2\" class=\"h-section h-section-global-spacing d-flex align-items-lg-center align-items-md-center align-items-center style-6813 style-local-12387-c1220 position-relative\">\n    <!---->\n    <!---->\n    <div class=\"h-section-grid-container h-section-boxed-container\">\n      <!---->\n      <div data-colibri-id=\"12387-c1221\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6814 style-local-12387-c1221 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-6815-outer style-local-12387-c1222-outer\">\n            <div data-colibri-id=\"12387-c1222\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6815 style-local-12387-c1222 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c1223\" class=\"h-global-transition-all h-heading style-6816 style-local-12387-c1223 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6816 style-local-12387-c1223\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">\u201cAuto-nnU-Net: Towards Automated Medical Image Segmentation\u201d<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c1224\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6817 style-local-12387-c1224 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6818-outer style-local-12387-c1225-outer\">\n                      <div data-colibri-id=\"12387-c1225\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6818 style-local-12387-c1225 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1226\" class=\"h-icon style-6819 style-local-12387-c1226 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6819-icon style-local-12387-c1226-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6820-outer style-local-12387-c1227-outer\">\n                      <div data-colibri-id=\"12387-c1227\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6820 style-local-12387-c1227 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1228\" class=\"h-text h-text-component style-6821 style-local-12387-c1228 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>22 May 2025 (submission date)<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6822-outer style-local-12387-c1229-outer\">\n                      <div data-colibri-id=\"12387-c1229\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6822 style-local-12387-c1229 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1230\" class=\"h-icon style-6823 style-local-12387-c1230 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6823-icon style-local-12387-c1230-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"book\" viewbox=\"0 0 1664 1896.0833\">\n      <path d=\"M1639 478q40 57 18 129l-275 906q-19 64-76.5 107.5T1183 1664H260q-77 0-148.5-53.5T12 1479q-24-67-2-127 0-4 3-27t4-37q1-8-3-21.5t-3-19.5q2-11 8-21t16.5-23.5T52 1179q23-38 45-91.5t30-91.5q3-10 .5-30t-.5-28q3-11 17-28t17-23q21-36 42-92t25-90q1-9-2.5-32t.5-28q4-13 22-30.5t22-22.5q19-26 42.5-84.5T340 411q1-8-3-25.5t-2-26.5q2-8 9-18t18-23 17-21q8-12 16.5-30.5t15-35 16-36 19.5-32 26.5-23.5 36-11.5T556 134l-1 3q38-9 51-9h761q74 0 114 56t18 130l-274 906q-36 119-71.5 153.5T1025 1408H156q-27 0-38 15-11 16-1 43 24 70 144 70h923q29 0 56-15.5t35-41.5l300-987q7-22 5-57 38 15 59 43zm-1064 2q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1247 480l21-64q4-13-2-22.5t-20-9.5H638q-13 0-25.5 9.5T596 416zm-83 256q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1164 736l21-64q4-13-2-22.5t-20-9.5H555q-13 0-25.5 9.5T513 672z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md h-col-auto style-6824-outer style-local-12387-c1231-outer\">\n                      <div data-colibri-id=\"12387-c1231\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6824 style-local-12387-c1231 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1232\" class=\"h-text h-text-component style-6821 style-local-12387-c1232 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>arxiv.org<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c1233\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6825 style-local-12387-c1233 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6818-outer style-local-12387-c1234-outer\">\n                      <div data-colibri-id=\"12387-c1234\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6818 style-local-12387-c1234 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1235\" class=\"h-icon style-6819 style-local-12387-c1235 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6819-icon style-local-12387-c1235-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6820-outer style-local-12387-c1236-outer\">\n                      <div data-colibri-id=\"12387-c1236\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6820 style-local-12387-c1236 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1237\" class=\"h-text h-text-component style-6821 style-local-12387-c1237 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Jannis Becktepe, Leona Hennig,\n                                <a href=\"https:\/\/caimed.de\/en\/das-zentrum\/personen\/steffen-oeltze-jafra\/\">Steffen Oeltze-Jafra<\/a>,\n                                <a href=\"https:\/\/caimed.de\/en\/das-zentrum\/personen\/marius-lindauer\/\">Marius Lindauer<\/a>\n                              <\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6826-outer style-local-12387-c1238-outer\">\n                      <div data-colibri-id=\"12387-c1238\" class=\"d-flex h-flex-basis h-column__inner h-ui-empty-state-container h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6826 style-local-12387-c1238 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto\">\n                          <!---->\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c1239\" class=\"h-accordion style-6827 style-local-12387-c1239 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c1240\" class=\"h-accordion-item h-accordion-item-first-child style-6828 style-local-12387-c1240 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c1240\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c1240\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c1241\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6829 style-local-12387-c1241 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6830-outer style-local-12387-c1242-outer\">\n                              <div data-colibri-id=\"12387-c1242\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6830 style-local-12387-c1242 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1243\" class=\"h-text h-text-component style-6831 style-local-12387-c1243 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6832-outer style-local-12387-c1244-outer\">\n                              <div data-colibri-id=\"12387-c1244\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6832 style-local-12387-c1244 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1245\" class=\"h-text h-text-component style-6833 style-local-12387-c1245 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>\n                                        <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2505.16561\" target=\"_blank\" rel=\"noopener\">https:\/\/doi.org\/10.48550\/arXiv.2505.16561<\/a>\n                                      <\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1246\" class=\"h-text h-text-component style-6834 style-local-12387-c1246 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>CAIMed Groups:<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1247\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6835 style-local-12387-c1247 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6836-outer style-local-12387-c1248-outer\">\n                              <div data-colibri-id=\"12387-c1248\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6836 style-local-12387-c1248 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1249\" class=\"h-text h-text-component style-6837 style-local-12387-c1249 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>AI &amp; Decision<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6836-outer style-local-12387-c1250-outer\">\n                              <div data-colibri-id=\"12387-c1250\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6836 style-local-12387-c1250 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1251\" class=\"h-text h-text-component style-6837 style-local-12387-c1251 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Human-Centered AI<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1252\" class=\"h-text h-text-component style-6838 style-local-12387-c1252 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>Medical Image Segmentation (MIS) includes diverse tasks, from bone to organ segmentation, each with its own challenges in finding the best segmentation model. The state-of-the-art AutoML-related MIS-framework nnU-Net automates\n                              many aspects of model configuration but remains constrained by fixed hyperparameters and heuristic design choices. As a full-AutoML framework for MIS, we propose Auto-nnU-Net, a novel nnU-Net variant enabling hyperparameter\n                              optimization (HPO), neural architecture search (NAS), and hierarchical NAS (HNAS). Additionally, we propose Regularized PriorBand to balance model accuracy with the computational resources required for training, addressing\n                              the resource constraints often faced in real-world medical settings that limit the feasibility of extensive training procedures. We evaluate our approach across diverse MIS datasets from the well-established Medical Segmentation\n                              Decathlon, analyzing the impact of AutoML techniques on segmentation performance, computational efficiency, and model design choices. The results demonstrate that our AutoML approach substantially improves the segmentation\n                              performance of nnU-Net on 6 out of 10 datasets and is on par on the other datasets while maintaining practical resource requirements. Our code is available at this\n                              <a href=\"https:\/\/github.com\/automl\/AutoNNUnet\" target=\"_blank\" rel=\"noopener\">URL<\/a>.<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1253\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6839 style-local-12387-c1253 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6840-outer style-local-12387-c1254-outer\">\n                              <div data-colibri-id=\"12387-c1254\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6840 style-local-12387-c1254 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1255\" class=\"h-icon style-6841 style-local-12387-c1255 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6841-icon style-local-12387-c1255-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6842-outer style-local-12387-c1256-outer\">\n                              <div data-colibri-id=\"12387-c1256\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6842 style-local-12387-c1256 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1257\" class=\"h-text h-text-component style-6843 style-local-12387-c1257 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/arxiv.org\/abs\/2505.16561\" style=\"font-weight: 500; color: rgb(114, 181, 251);\" target=\"_blank\" rel=\"noopener\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/arxiv.org\/abs\/2505.16561\" style=\"font-weight: 300; color: rgb(114, 181, 251);\" target=\"_blank\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1258\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6839 style-local-12387-c1258 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6844-outer style-local-12387-c1259-outer\">\n                              <div data-colibri-id=\"12387-c1259\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6844 style-local-12387-c1259 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1260\" class=\"h-icon style-6841 style-local-12387-c1260 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6841-icon style-local-12387-c1260-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6842-outer style-local-12387-c1261-outer\">\n                              <div data-colibri-id=\"12387-c1261\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6842 style-local-12387-c1261 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1262\" class=\"h-text h-text-component style-6845 style-local-12387-c1262 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c1263\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-6846 style-local-12387-c1263 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6847-outer style-local-12387-c1264-outer\">\n            <div data-colibri-id=\"12387-c1264\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-6847 style-local-12387-c1264 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c1265\" class=\"style-6848 style-local-12387-c1265 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c1266\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-0 style-6814 style-local-12387-c1266 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-0\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-6815-outer style-local-12387-c1267-outer\">\n            <div data-colibri-id=\"12387-c1267\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-2 v-inner-lg-1 v-inner-md-1 v-inner-2 style-6815 style-local-12387-c1267 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c1268\" class=\"h-global-transition-all h-heading style-6816 style-local-12387-c1268 position-relative h-element\">\n                  <!---->\n                  <div class=\"h-heading__outer style-6816 style-local-12387-c1268\">\n                    <!---->\n                    <!---->\n                    <h4 class=\"\">&#8222;Artificial Intelligence in Pediatric Echocardiography: ExploringChallenges, Opportunities, and Clinical Applications withExplainable AI and Federated Learning&#8220;<\/h4>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c1269\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6817 style-local-12387-c1269 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6818-outer style-local-12387-c1270-outer\">\n                      <div data-colibri-id=\"12387-c1270\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6818 style-local-12387-c1270 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1271\" class=\"h-icon style-6819 style-local-12387-c1271 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6819-icon style-local-12387-c1271-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"calendar\" viewbox=\"0 0 1672.2646 1896.0833\">\n      <path d=\"M128 1664h288v-288H128v288zm352 0h320v-288H480v288zm-352-352h288V992H128v320zm352 0h320V992H480v320zM128 928h288V640H128v288zm736 736h320v-288H864v288zM480 928h320V640H480v288zm768 736h288v-288h-288v288zm-384-352h320V992H864v320zM512 448V160q0-13-9.5-22.5T480 128h-64q-13 0-22.5 9.5T384 160v288q0 13 9.5 22.5T416 480h64q13 0 22.5-9.5T512 448zm736 864h288V992h-288v320zM864 928h320V640H864v288zm384 0h288V640h-288v288zm32-480V160q0-13-9.5-22.5T1248 128h-64q-13 0-22.5 9.5T1152 160v288q0 13 9.5 22.5t22.5 9.5h64q13 0 22.5-9.5t9.5-22.5zm384-64v1280q0 52-38 90t-90 38H128q-52 0-90-38t-38-90V384q0-52 38-90t90-38h128v-96q0-66 47-113T416 0h64q66 0 113 47t47 113v96h384v-96q0-66 47-113t113-47h64q66 0 113 47t47 113v96h128q52 0 90 38t38 90z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6820-outer style-local-12387-c1272-outer\">\n                      <div data-colibri-id=\"12387-c1272\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6820 style-local-12387-c1272 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1273\" class=\"h-text h-text-component style-6821 style-local-12387-c1273 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>27 March 2025 (submission date)<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6822-outer style-local-12387-c1274-outer\">\n                      <div data-colibri-id=\"12387-c1274\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6822 style-local-12387-c1274 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1275\" class=\"h-icon style-6823 style-local-12387-c1275 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6823-icon style-local-12387-c1275-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"book\" viewbox=\"0 0 1664 1896.0833\">\n      <path d=\"M1639 478q40 57 18 129l-275 906q-19 64-76.5 107.5T1183 1664H260q-77 0-148.5-53.5T12 1479q-24-67-2-127 0-4 3-27t4-37q1-8-3-21.5t-3-19.5q2-11 8-21t16.5-23.5T52 1179q23-38 45-91.5t30-91.5q3-10 .5-30t-.5-28q3-11 17-28t17-23q21-36 42-92t25-90q1-9-2.5-32t.5-28q4-13 22-30.5t22-22.5q19-26 42.5-84.5T340 411q1-8-3-25.5t-2-26.5q2-8 9-18t18-23 17-21q8-12 16.5-30.5t15-35 16-36 19.5-32 26.5-23.5 36-11.5T556 134l-1 3q38-9 51-9h761q74 0 114 56t18 130l-274 906q-36 119-71.5 153.5T1025 1408H156q-27 0-38 15-11 16-1 43 24 70 144 70h923q29 0 56-15.5t35-41.5l300-987q7-22 5-57 38 15 59 43zm-1064 2q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1247 480l21-64q4-13-2-22.5t-20-9.5H638q-13 0-25.5 9.5T596 416zm-83 256q-4 13 2 22.5t20 9.5h608q13 0 25.5-9.5T1164 736l21-64q4-13-2-22.5t-20-9.5H555q-13 0-25.5 9.5T513 672z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md h-col-auto style-6824-outer style-local-12387-c1276-outer\">\n                      <div data-colibri-id=\"12387-c1276\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6824 style-local-12387-c1276 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1277\" class=\"h-text h-text-component style-6821 style-local-12387-c1277 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>arxiv.org<\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-colibri-id=\"12387-c1278\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6825 style-local-12387-c1278 position-relative\">\n                  <!---->\n                  <div class=\"h-row justify-content-lg-center justify-content-md-start justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                    <!---->\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6818-outer style-local-12387-c1279-outer\">\n                      <div data-colibri-id=\"12387-c1279\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6818 style-local-12387-c1279 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-center align-self-md-center align-self-center\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1280\" class=\"h-icon style-6819 style-local-12387-c1280 position-relative h-element\">\n                            <!----><span class=\"h-svg-icon h-icon__icon style-6819-icon style-local-12387-c1280-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"user-circle\" viewbox=\"0 0 1792 1896.0833\">\n      <path d=\"M1523 1339q-22-155-87.5-257.5T1251 963q-67 74-159.5 115.5T896 1120t-195.5-41.5T541 963q-119 16-184.5 118.5T269 1339q106 150 271 237.5t356 87.5 356-87.5 271-237.5zm-243-699q0-159-112.5-271.5T896 256 624.5 368.5 512 640t112.5 271.5T896 1024t271.5-112.5T1280 640zm512 256q0 182-71 347.5t-190.5 286T1245 1721t-349 71q-182 0-348-71t-286-191-191-286T0 896t71-348 191-286T548 71 896 0t348 71 286 191 191 286 71 348z\"><\/path>\n    <\/svg><\/span><\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-6820-outer style-local-12387-c1281-outer\">\n                      <div data-colibri-id=\"12387-c1281\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6820 style-local-12387-c1281 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                          <!---->\n                          <div data-colibri-id=\"12387-c1282\" class=\"h-text h-text-component style-6821 style-local-12387-c1282 position-relative h-element\">\n                            <!---->\n                            <!---->\n                            <div class=\"\">\n                              <p>Mohammed Yaseen Jabarulla, Theodor Uden, Thomas Jack, Philipp Beerbaum,\n                                <a href=\"https:\/\/caimed.de\/en\/das-zentrum\/personen\/steffen-oeltze-jafra\/\" target=\"_blank\">Steffen Oeltze-Jafra<\/a>\n                              <\/p>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6826-outer style-local-12387-c1283-outer\">\n                      <div data-colibri-id=\"12387-c1283\" class=\"d-flex h-flex-basis h-column__inner h-ui-empty-state-container h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6826 style-local-12387-c1283 position-relative\">\n                        <!---->\n                        <!---->\n                        <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto\">\n                          <!---->\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                <div data-toggle=\"true\" data-is-preview=\"true\" data-colibri-component=\"accordion\" data-colibri-id=\"12387-c1284\" class=\"h-accordion style-6827 style-local-12387-c1284 position-relative h-element\">\n                  <!---->\n                  <div data-colibri-id=\"12387-c1285\" class=\"h-accordion-item h-accordion-item-first-child style-6828 style-local-12387-c1285 position-relative h-element\">\n                    <!---->\n                    <a data-open-by-default=\"false\" href=\"#12387-c1285\" class=\"h-accordion-item-title d-flex align-items-center h-global-transition\">\n                      <!----><span>Read more<\/span>\n                      <div class=\"h-accordion-item-title-normal-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_down\" viewbox=\"0 0 512 512\"><path d=\"M158 167l98 98 98-98 30 30-128 128-128-128 30-30z\"><\/path><\/svg><\/span><\/div>\n                      <div class=\"h-accordion-item-title-active-icon h-accordion-item-title-icon h-accordion-item-title-icon-right\"><span class=\"h-svg-icon\"><!--Icon by Material Icons (https:\/\/material.io)--><svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"keyboard_arrow_up\" viewbox=\"0 0 512 512\"><path d=\"M158 329l-30-30 128-128 128 128-30 30-98-98-98 98z\"><\/path><\/svg><\/span><\/div>\n                    <\/a>\n                    <div id=\"12387-c1285\" class=\"h-accordion-item-content__container\">\n                      <div class=\"w-100 h-y-container h-accordion-item-content\">\n                        <!---->\n                        <div data-colibri-id=\"12387-c1286\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6829 style-local-12387-c1286 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6830-outer style-local-12387-c1287-outer\">\n                              <div data-colibri-id=\"12387-c1287\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6830 style-local-12387-c1287 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1288\" class=\"h-text h-text-component style-6831 style-local-12387-c1288 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>DOI:<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6832-outer style-local-12387-c1289-outer\">\n                              <div data-colibri-id=\"12387-c1289\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6832 style-local-12387-c1289 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1290\" class=\"h-text h-text-component style-6833 style-local-12387-c1290 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>\n                                        <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2411.10255\" target=\"_blank\" rel=\"noopener\">https:\/\/doi.org\/10.48550\/arXiv.2411.10255<\/a>\n                                      <\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1291\" class=\"h-text h-text-component style-6834 style-local-12387-c1291 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>CAIMed Groups:<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1292\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6835 style-local-12387-c1292 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-start justify-content-md-start justify-content-start align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6836-outer style-local-12387-c1293-outer\">\n                              <div data-colibri-id=\"12387-c1293\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6836 style-local-12387-c1293 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1294\" class=\"h-text h-text-component style-6837 style-local-12387-c1294 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Clinical Decision Support<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6836-outer style-local-12387-c1295-outer\">\n                              <div data-colibri-id=\"12387-c1295\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6836 style-local-12387-c1295 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-auto align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1296\" class=\"h-text h-text-component style-6837 style-local-12387-c1296 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Human-Centered AI<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1297\" class=\"h-text h-text-component style-6838 style-local-12387-c1297 position-relative h-element\">\n                          <!---->\n                          <!---->\n                          <div class=\"\">\n                            <p>Pediatric heart diseases present a broad spectrum of congenital and acquired diseases. More complex congenital malformations require a differentiated and multimodal decision-making process, usually including echocardiography\n                              as a central imaging method. Artificial intelligence (AI) offers considerable promise for clinicians by facilitating automated interpretation of pediatric echocardiography data. However, adapting AI technologies for pediatric\n                              echocardiography analysis has challenges such as limited public data availability, data privacy, and AI model transparency. Recently, researchers have focused on disruptive technologies, such as federated learning (FL) and\n                              explainable AI (XAI), to improve automatic diagnostic and decision support workflows. This study offers a comprehensive overview of the limitations and opportunities of AI in pediatric echocardiography, emphasizing the synergistic\n                              workflow and role of XAI and FL, identifying research gaps, and exploring potential future developments. Additionally, three relevant clinical use cases demonstrate the functionality of XAI and FL with a focus on (i) view\n                              recognition, (ii) disease classification, (iii) segmentation of cardiac structures, and (iv) quantitative assessment of cardiac function.<\/p>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1298\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6839 style-local-12387-c1298 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6840-outer style-local-12387-c1299-outer\">\n                              <div data-colibri-id=\"12387-c1299\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6840 style-local-12387-c1299 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1300\" class=\"h-icon style-6841 style-local-12387-c1300 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6841-icon style-local-12387-c1300-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"paperclip\" viewbox=\"0 0 1416.5353 1896.0833\">\n      <path d=\"M1404 1385q0 117-79 196t-196 79q-135 0-235-100L117 784Q4 669 4 513q0-159 110-270t269-111q158 0 273 113l605 606q10 10 10 22 0 16-30.5 46.5T1194 950q-13 0-23-10L565 333q-79-77-181-77-106 0-179 75t-73 181q0 105 76 181l776 777q63 63 145 63 64 0 106-42t42-106q0-82-63-145L633 659q-26-24-60-24-29 0-48 19t-19 48q0 32 25 59l410 410q10 10 10 22 0 16-31 47t-47 31q-12 0-22-10L441 851q-63-61-63-149 0-82 57-139t139-57q88 0 149 63l581 581q100 98 100 235z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6842-outer style-local-12387-c1301-outer\">\n                              <div data-colibri-id=\"12387-c1301\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6842 style-local-12387-c1301 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1302\" class=\"h-text h-text-component style-6843 style-local-12387-c1302 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>The full text can be found\n                                        <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2411.10255\" style=\"color: rgb(114, 181, 251); font-weight: 500;\" target=\"_blank\" rel=\"noopener\">\n                                          <u>here<\/u>\n                                        <\/a>\n                                        <a href=\"https:\/\/arxiv.org\/abs\/2505.16561\" style=\"color: rgb(114, 181, 251); font-weight: 300;\" class=\"customize-unpreviewable\" target=\"_blank\" rel=\"noopener\"> <\/a>.<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                        <div data-colibri-id=\"12387-c1303\" class=\"h-row-container gutters-row-lg-0 gutters-row-md-0 gutters-row-0 gutters-row-v-lg-0 gutters-row-v-md-0 gutters-row-v-0 style-6839 style-local-12387-c1303 position-relative\">\n                          <!---->\n                          <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-0 gutters-col-md-0 gutters-col-0 gutters-col-v-lg-0 gutters-col-v-md-0 gutters-col-v-0\">\n                            <!---->\n                            <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6844-outer style-local-12387-c1304-outer\">\n                              <div data-colibri-id=\"12387-c1304\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6844 style-local-12387-c1304 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-center align-self-md-center align-self-center\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1305\" class=\"h-icon style-6841 style-local-12387-c1305 position-relative h-element\">\n                                    <!----><span class=\"h-svg-icon h-icon__icon style-6841-icon style-local-12387-c1305-icon\"><!--Icon by Font Awesome (https:\/\/fontawesome.com)-->\n    <svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" id=\"globe\" viewbox=\"0 0 1536 1896.0833\">\n      <path d=\"M768 128q209 0 385.5 103T1433 510.5 1536 896t-103 385.5-279.5 279.5T768 1664t-385.5-103T103 1281.5 0 896t103-385.5T382.5 231 768 128zm274 521q-2 1-9.5 9.5T1019 668q2 0 4.5-5t5-11 3.5-7q6-7 22-15 14-6 52-12 34-8 51 11-2-2 9.5-13t14.5-12q3-2 15-4.5t15-7.5l2-22q-12 1-17.5-7t-6.5-21q0 2-6 8 0-7-4.5-8t-11.5 1-9 1q-10-3-15-7.5t-8-16.5-4-15q-2-5-9.5-11t-9.5-10q-1-2-2.5-5.5t-3-6.5-4-5.5-5.5-2.5-7 5-7.5 10-4.5 5q-3-2-6-1.5t-4.5 1-4.5 3-5 3.5q-3 2-8.5 3t-8.5 2q15-5-1-11-10-4-16-3 9-4 7.5-12t-8.5-14h5q-1-4-8.5-8.5T1002 438t-13-6q-8-5-34-9.5t-33-.5q-5 6-4.5 10.5t4 14T925 459q1 6-5.5 13t-6.5 12q0 7 14 15.5t10 21.5q-3 8-16 16t-16 12q-5 8-1.5 18.5T914 584q2 2 1.5 4t-3.5 4.5-5.5 4-6.5 3.5l-3 2q-11 5-20.5-6T863 570q-7-25-16-30-23-8-29 1-5-13-41-26-25-9-58-4 6-1 0-15-7-15-19-12 3-6 4-17.5t1-13.5q3-13 12-23 1-1 7-8.5t9.5-13.5.5-6q35 4 50-11 5-5 11.5-17t10.5-17q9-6 14-5.5t14.5 5.5 14.5 5q14 1 15.5-11t-7.5-20q12 1 3-17-4-7-8-9-12-4-27 5-8 4 2 8-1-1-9.5 10.5T801 346t-16-5q-1-1-5.5-13.5T770 314q-8 0-16 15 3-8-11-15t-24-8q19-12-8-27-7-4-20.5-5t-19.5 4q-5 7-5.5 11.5t5 8T681 303t11.5 4 8.5 3q14 10 8 14-2 1-8.5 3.5T689 332t-6 4q-3 4 0 14t-2 14q-5-5-9-17.5t-7-16.5q7 9-25 6l-10-1q-4 0-16 2t-20.5 1-13.5-8q-4-8 0-20 1-4 4-2-4-3-11-9.5t-10-8.5q-46 15-94 41 6 1 12-1 5-2 13-6.5t10-5.5q34-14 42-7l5-5q14 16 20 25-7-4-30-1-20 6-22 12 7 12 5 18-4-3-11.5-10T498 339t-15-5q-16 0-22 1-146 80-235 222 7 7 12 8 4 1 5 9t2.5 11 11.5-3q9 8 3 19 1-1 44 27 19 17 21 21 3 11-10 18-1-2-9-9t-9-4q-3 5 .5 18.5T308 685q-7 0-9.5 16t-2.5 35.5-1 23.5l2 1q-3 12 5.5 34.5T324 815q-13 3 20 43 6 8 8 9 3 2 12 7.5t15 10 10 10.5q4 5 10 22.5t14 23.5q-2 6 9.5 20t10.5 23q-1 0-2.5 1t-2.5 1q3 7 15.5 14t15.5 13q1 3 2 10t3 11 8 2q2-20-24-62-15-25-17-29-3-5-5.5-15.5T421 915q2 0 6 1.5t8.5 3.5 7.5 4 2 3q-3 7 2 17.5t12 18.5 17 19 12 13q6 6 14 19.5t0 13.5q9 0 20 10.5t17 19.5q5 8 8 26t5 24q2 7 8.5 13.5t12.5 9.5l16 8 13 7q5 2 18.5 10.5T642 1168q10 4 16 4t14.5-2.5 13.5-3.5q15-2 29 15t21 21q36 19 55 11-2 1 .5 7.5t8 15.5 9 14.5 5.5 8.5q5 6 18 15t18 15q6-4 7-9-3 8 7 20t18 10q14-3 14-32-31 15-49-18 0-1-2.5-5.5t-4-8.5-2.5-8.5 0-7.5 5-3q9 0 10-3.5t-2-12.5-4-13q-1-8-11-20t-12-15q-5 9-16 8t-16-9q0 1-1.5 5.5t-1.5 6.5q-13 0-15-1 1-3 2.5-17.5t3.5-22.5q1-4 5.5-12t7.5-14.5 4-12.5-4.5-9.5-17.5-2.5q-19 1-26 20-1 3-3 10.5t-5 11.5-9 7q-7 3-24 2t-24-5q-13-8-22.5-29t-9.5-37q0-10 2.5-26.5t3-25T652 986q3-2 9-9.5t10-10.5q2-1 4.5-1.5t4.5 0 4-1.5 3-6q-1-1-4-3-3-3-4-3 7 3 28.5-1.5T735 951q15 11 22-2 0-1-2.5-9.5T754 926q5 27 29 9 3 3 15.5 5t17.5 5q3 2 7 5.5t5.5 4.5 5-.5 8.5-6.5q10 14 12 24 11 40 19 44 7 3 11 2t4.5-9.5 0-14T887 982l-1-8v-18l-1-8q-15-3-18.5-12t1.5-18.5 15-18.5q1-1 8-3.5t15.5-6.5 12.5-8q21-19 15-35 7 0 11-9-1 0-5-3t-7.5-5-4.5-2q9-5 2-16 5-3 7.5-11t7.5-10q9 12 21 2 8-8 1-16 5-7 20.5-10.5t18.5-9.5q7 2 8-2t1-12 3-12q4-5 15-9t13-5l17-11q3-4 0-4 18 2 31-11 10-11-6-20 3-6-3-9.5t-15-5.5q3-1 11.5-.5t10.5-1.5q15-10-7-16-17-5-43 12zm-163 877q206-36 351-189-3-3-12.5-4.5t-12.5-3.5q-18-7-24-8 1-7-2.5-13t-8-9-12.5-8-11-7q-2-2-7-6t-7-5.5-7.5-4.5-8.5-2-10 1l-3 1q-3 1-5.5 2.5t-5.5 3-4 3 0 2.5q-21-17-36-22-5-1-11-5.5t-10.5-7-10-1.5-11.5 7q-5 5-6 15t-2 13q-7-5 0-17.5t2-18.5q-3-6-10.5-4.5t-12 4.5-11.5 8.5-9 6.5-8.5 5.5-8.5 7.5q-3 4-6 12t-5 11q-2-4-11.5-6.5t-9.5-5.5q2 10 4 35t5 38q7 31-12 48-27 25-29 40-4 22 12 26 0 7-8 20.5t-7 21.5q0 6 2 16z\"><\/path>\n    <\/svg><\/span><\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                            <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col style-6842-outer style-local-12387-c1306-outer\">\n                              <div data-colibri-id=\"12387-c1306\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-6842 style-local-12387-c1306 position-relative\">\n                                <!---->\n                                <!---->\n                                <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                                  <!---->\n                                  <div data-colibri-id=\"12387-c1307\" class=\"h-text h-text-component style-6845 style-local-12387-c1307 position-relative h-element\">\n                                    <!---->\n                                    <!---->\n                                    <div class=\"\">\n                                      <p>Funded by CAIMed<\/p>\n                                    <\/div>\n                                  <\/div>\n                                <\/div>\n                              <\/div>\n                            <\/div>\n                          <\/div>\n                        <\/div>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n      <div data-colibri-id=\"12387-c1308\" class=\"h-row-container gutters-row-lg-1 gutters-row-md-1 gutters-row-0 gutters-row-v-lg-1 gutters-row-v-md-1 gutters-row-v-1 style-6846 style-local-12387-c1308 position-relative\">\n        <!---->\n        <div class=\"h-row justify-content-lg-center justify-content-md-center justify-content-center align-items-lg-stretch align-items-md-stretch align-items-stretch gutters-col-lg-1 gutters-col-md-1 gutters-col-0 gutters-col-v-lg-1 gutters-col-v-md-1 gutters-col-v-1\">\n          <!---->\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-6847-outer style-local-12387-c1309-outer\">\n            <div data-colibri-id=\"12387-c1309\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-1 h-px-md-1 h-px-1 v-inner-lg-1 v-inner-md-1 v-inner-1 style-6847 style-local-12387-c1309 position-relative\">\n              <!---->\n              <!---->\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100 align-self-lg-start align-self-md-start align-self-start\">\n                <!---->\n                <div data-colibri-id=\"12387-c1310\" class=\"style-6848 style-local-12387-c1310 position-relative h-element\">\n                  <!---->\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Publikationen \u201dDual-feature selectivity enables bidirectional coding in visual cortical neurons\u201d Januar 2026 eLife (Reviewed Preprint) Katrin FrankeNikos KarantzasKonstantin WillekeMaria DiamantakiKandan RamakrishnanHasan Atakan BedelPavithra ElumalaiKelli RestivoPaul FaheyCate NealleyTori ShinnGabrielle GarciaSaumil PatelAlexander EckerEdgar Y WalkerEmmanouil FroudarakisSophia SanbornFabian H SinzAndreas Tolias Mehr erfahren DOI: https:\/\/doi.org\/10.7554\/eLife.109861.1&nbsp; CAIMed Groups: Digital Twins Biomedical Image Recognition Sensory neurons are traditionally viewed as [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-templates\/full-width-page.php","meta":{"footnotes":""},"class_list":["post-12387","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/caimed.de\/en\/wp-json\/wp\/v2\/pages\/12387","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/caimed.de\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/caimed.de\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/caimed.de\/en\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/caimed.de\/en\/wp-json\/wp\/v2\/comments?post=12387"}],"version-history":[{"count":20,"href":"https:\/\/caimed.de\/en\/wp-json\/wp\/v2\/pages\/12387\/revisions"}],"predecessor-version":[{"id":14559,"href":"https:\/\/caimed.de\/en\/wp-json\/wp\/v2\/pages\/12387\/revisions\/14559"}],"wp:attachment":[{"href":"https:\/\/caimed.de\/en\/wp-json\/wp\/v2\/media?parent=12387"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}