{"id":41627,"date":"2025-12-09T11:16:58","date_gmt":"2025-12-09T10:16:58","guid":{"rendered":"https:\/\/www.l3s.de\/?page_id=41627"},"modified":"2025-12-16T11:09:36","modified_gmt":"2025-12-16T10:09:36","slug":"when-machines-start-thinking","status":"publish","type":"page","link":"https:\/\/www.l3s.de\/de\/magazine\/binaire-articles\/when-machines-start-thinking\/","title":{"rendered":"Wenn Maschinen mitdenken\u00a0"},"content":{"rendered":"<div data-colibri-id=\"41627-c1\" class=\"style-28682 style-local-41627-c1 position-relative\">\r\n  <!---->\r\n  <div data-colibri-component=\"section\" data-colibri-id=\"41627-c2\" id=\"reusable-sections\" class=\"h-section h-section-global-spacing d-flex align-items-lg-center align-items-md-center align-items-center style-28683 style-local-41627-c2 position-relative\">\r\n    <!---->\r\n    <!---->\r\n    <div class=\"h-section-grid-container h-section-boxed-container\">\r\n      <!---->\r\n      <div data-colibri-id=\"41627-c3\" 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-28684 style-local-41627-c3 position-relative\">\r\n        <!---->\r\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\">\r\n          <!---->\r\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-28685-outer style-local-41627-c4-outer\">\r\n            <div data-colibri-id=\"41627-c4\" 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 colibri-featured-img-bg style-28685 style-local-41627-c4 position-relative\">\r\n              <div class=\"background-wrapper\">\r\n                <div class=\"background-layer background-layer-media-container-lg\">\r\n                  <div data-enabled=\"true\" data-colibri-component=\"parallax\" class=\"background-layer paraxify colibri-featured-img-bg lazyload\" model-id=\"41627-c4\" media=\"desktop\" is-preview=\"true\" style=\"background-image:inherit;\" data-bg-image=\"url(&quot;https:\/\/www.l3s.de\/wp-content\/uploads\/2025\/12\/AI4Science-scaled.png&quot;)\"><\/div>\r\n                <\/div>\r\n                <div class=\"background-layer background-layer-media-container-md\">\r\n                  <div data-enabled=\"true\" data-colibri-component=\"parallax\" class=\"background-layer paraxify colibri-featured-img-bg lazyload\" model-id=\"41627-c4\" media=\"tablet\" is-preview=\"true\" style=\"background-image:inherit;\" data-bg-image=\"url(&quot;https:\/\/www.l3s.de\/wp-content\/uploads\/2025\/12\/AI4Science-scaled.png&quot;)\"><\/div>\r\n                <\/div>\r\n                <div class=\"background-layer background-layer-media-container\">\r\n                  <div data-enabled=\"true\" data-colibri-component=\"parallax\" class=\"background-layer paraxify colibri-featured-img-bg lazyload\" model-id=\"41627-c4\" media=\"mobile\" is-preview=\"true\" style=\"background-image:inherit;\" data-bg-image=\"url(&quot;https:\/\/www.l3s.de\/wp-content\/uploads\/2025\/12\/AI4Science-scaled.png&quot;)\"><\/div>\r\n                <\/div>\r\n              <\/div>\r\n              <!---->\r\n              <div class=\"w-100 h-y-container h-column__content h-column__v-align flex-basis-100\">\r\n                <!---->\r\n              <\/div>\r\n            <\/div>\r\n          <\/div>\r\n        <\/div>\r\n      <\/div>\r\n      <div data-colibri-id=\"41627-c5\" 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-28686 style-local-41627-c5 position-relative\">\r\n        <!---->\r\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\">\r\n          <!---->\r\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-28687-outer style-local-41627-c6-outer\">\r\n            <div data-colibri-id=\"41627-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-28687 style-local-41627-c6 position-relative\">\r\n              <!---->\r\n              <!---->\r\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\">\r\n                <!---->\r\n                <div data-colibri-id=\"41627-c7\" class=\"h-text h-text-component style-28688 style-local-41627-c7 position-relative h-element\">\r\n                  <!---->\r\n                  <!---->\r\n                  <div class=\"\">\r\n                    <p>\u00a9Bildunterschrift: AI for Science: Wie Daten, Wissen und logisches Denken zusammenwirken. Wissensgraphen und neuro-symbolische KI verbinden menschliches Denken mit maschinellem Lernen, um wissenschaftliche Ph\u00e4nomene zu erkl\u00e4ren. CAIMed, TrustKG und ORKG zeigen, wie interpretierbare und vertrauensw\u00fcrdige KI Wissenschaftlern dabei helfen kann, nicht nur zu verstehen, was passiert, sondern auch warum. <\/p>\r\n                  <\/div>\r\n                <\/div>\r\n              <\/div>\r\n            <\/div>\r\n          <\/div>\r\n        <\/div>\r\n      <\/div>\r\n      <div data-colibri-id=\"41627-c8\" class=\"h-row-container gutters-row-lg-2 gutters-row-md-2 gutters-row-0 gutters-row-v-lg-2 gutters-row-v-md-2 gutters-row-v-2 style-28689 style-local-41627-c8 position-relative\">\r\n        <!---->\r\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-2 gutters-col-md-2 gutters-col-0 gutters-col-v-lg-2 gutters-col-v-md-2 gutters-col-v-2\">\r\n          <!---->\r\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-28690-outer style-local-41627-c9-outer\">\r\n            <div data-colibri-id=\"41627-c9\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-28690 style-local-41627-c9 position-relative\">\r\n              <!---->\r\n              <!---->\r\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\">\r\n                <!---->\r\n                <div data-colibri-id=\"41627-c10\" class=\"h-text h-text-component style-28691 style-local-41627-c10 position-relative h-element\">\r\n                  <!---->\r\n                  <!---->\r\n                  <div class=\"\">\r\n                    <p>Ausgabe: 02\/2025<\/p>\r\n                  <\/div>\r\n                <\/div>\r\n                <div data-colibri-id=\"41627-c11\" class=\"h-x-container style-28692 style-local-41627-c11 position-relative h-element\">\r\n                  <!---->\r\n                  <div class=\"h-x-container-inner style-dynamic-41627-c11-group style-28692-spacing style-local-41627-c11-spacing\"><span class=\"h-link__outer style-28693-outer style-local-41627-c12-outer d-inline-flex h-element\"><a h-use-smooth-scroll=\"true\" href=\"https:\/\/www.l3s.de\/de\/magazine\/#2022\"  data-colibri-id=\"41627-c12\" class=\"d-flex w-100 align-items-center h-link style-28693 style-local-41627-c12 position-relative\"><!----><!----> <span>KI-Forschung: Gegenwart und Zukunft<\/span><\/a>\r\n                    <\/span>\r\n                  <\/div>\r\n                <\/div>\r\n                <div data-colibri-id=\"41627-c13\" class=\"style-28694 style-local-41627-c13 position-relative h-element\">\r\n                  <!---->\r\n                <\/div>\r\n              <\/div>\r\n            <\/div>\r\n          <\/div>\r\n          <div class=\"h-column h-column-container d-flex h-col-lg h-col-md-auto h-col-auto style-28695-outer style-local-41627-c14-outer\">\r\n            <div data-colibri-id=\"41627-c14\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-28695 style-local-41627-c14 position-relative\">\r\n              <!---->\r\n              <!---->\r\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\">\r\n                <!---->\r\n                <div data-colibri-id=\"41627-c15\" class=\"h-global-transition-all h-heading style-28696 style-local-41627-c15 position-relative h-element\">\r\n                  <!---->\r\n                  <div class=\"h-heading__outer style-28696 style-local-41627-c15\">\r\n                    <!---->\r\n                    <!---->\r\n                    <h6 class=\"\">KI f\u00fcr die Wissenschaft <\/h6>\r\n                  <\/div>\r\n                <\/div>\r\n                <div data-colibri-id=\"41627-c16\" class=\"h-global-transition-all h-heading style-28697 style-local-41627-c16 position-relative h-element\">\r\n                  <!---->\r\n                  <div class=\"h-heading__outer style-28697 style-local-41627-c16\">\r\n                    <!---->\r\n                    <!---->\r\n                    <h1 class=\"\">Wenn Maschinen mitdenken <\/h1>\r\n                  <\/div>\r\n                <\/div>\r\n                <div data-colibri-id=\"41627-c17\" class=\"style-28698 style-local-41627-c17 position-relative h-element\">\r\n                  <!---->\r\n                <\/div>\r\n                <div data-colibri-id=\"41627-c18\" 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-28699 style-local-41627-c18 position-relative\">\r\n                  <!---->\r\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\">\r\n                    <!---->\r\n                    <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-28700-outer style-local-41627-c19-outer\">\r\n                      <div data-colibri-id=\"41627-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-28700 style-local-41627-c19 position-relative\">\r\n                        <!---->\r\n                        <!---->\r\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\">\r\n                          <!---->\r\n                          <div data-colibri-id=\"41627-c20\" class=\"h-text h-text-component style-28701 style-local-41627-c20 position-relative h-element\">\r\n                            <!---->\r\n                            <!---->\r\n                            <div class=\"\">\r\n                              <p>Daten gibt es genug: Satelliten zeichnen Klimaver\u00e4nderungen auf, Mikroskope liefern Zellbilder, Kliniken erzeugen unz\u00e4hlige Patientendaten. Doch Wissen entsteht erst, wenn man versteht, was all diese Informationen bedeuten. AI for Science soll aus der Datenflut neue Erkenntnisse gewinnen \u2013 nicht nur erkennen, was passiert, sondern auch erkl\u00e4ren, warum.<\/p>\r\n                              <p>\u201eAm L3S betrachten wir KI als Partner, nicht als Konkurrenten\u201c, sagt Prof. Dr. Maria-Esther Vidal. \u201eUnser Ziel ist, Systeme zu entwickeln, die Forscherinnen und Forscher dabei unterst\u00fctzen, tiefer zu denken und pr\u00e4ziser zu handeln.\u201c<\/p>\r\n                              <p><strong style=\"font-weight: 700;\">Wissen vernetzen<\/strong><\/p>\r\n                              <p>Vidal und ihr Team arbeiten mit neuro-symbolischer KI \u2013 einem Ansatz, der maschinelles Lernen mit logischem Denken verbindet. \u201eDamit Maschinen nicht nur rechnen, sondern auch verstehen\u201c, so Vidal.<\/p>\r\n                              <p>Die Grundlage daf\u00fcr bilden Wissensgraphen: Sie verkn\u00fcpfen Fakten \u2013 etwa zu Genen, Medikamenten oder Materialien \u2013, schaffen Kontext und machen Schlussfolgerungen \u00fcberpr\u00fcfbar.<\/p>\r\n                              <p>\u201eWenn eine KI eine medizinische Entscheidung trifft, muss sie erkl\u00e4ren k\u00f6nnen, wie sie darauf kommt\u201c, sagt Dr. Disha Purohit vom L3S. \u201eNur dann entsteht Vertrauen \u2013 in der Wissenschaft wie in der Medizin.\u201c<\/p>\r\n                              <p><strong style=\"font-weight: 700;\">Forschung sichtbar machen<\/strong><\/p>\r\n                              <p>Drei L3S-Projekte zeigen, wie das in der Praxis funktioniert:<\/p>\r\n                              <ul>\r\n                                <li>CAIMed analysiert medizinische Daten, Bilder und genetische Informationen, um zu verstehen, warum bestimmte Therapien wirken \u2013 und andere nicht.<\/li>\r\n                                <li>TrustKG schafft die Grundlage f\u00fcr solche Modelle: Es wandelt wissenschaftliche Daten in strukturierte Wissensgraphen um, die jeden Schritt dokumentieren und Ergebnisse \u00fcberpr\u00fcfbar machen.<\/li>\r\n                                <li>Open Research Knowledge Graph (ORKG) stellt wissenschaftliche Publikationen als maschinenlesbares Wissen dar. Dadurch lassen sich Studien vergleichen, Belege nachvollziehen und neue Verbindungen zwischen Disziplinen entdecken.<\/li>\r\n                              <\/ul>\r\n                              <p><strong style=\"font-weight: 700;\">Konkrete Erfolge in der Medizin<\/strong><\/p>\r\n                              <p>CAIMed und TrustKG liefern bereits greifbare Ergebnisse. \u201eBei Lungen- und Brustkrebs sagen unsere Systeme nicht nur voraus, welche Patientinnen und Patienten auf eine Therapie ansprechen \u2013 sondern auch warum\u201c, erkl\u00e4rt Vidal. Das System deckt Wechselwirkungen zwischen Medikamenten auf und erkennt famili\u00e4re Risikomuster, die bisher verborgen blieben.<\/p>\r\n                              <p>Auch in anderen Bereichen zeigt sich das Potenzial: bei der Fr\u00fcherkennung von Demenz oder in der Transplantationsmedizin, wo KI hilft, zwischen Spendern mit geheilter und nicht geheilter Hepatitis-B-Infektion sicher zu unterscheiden.<\/p>\r\n                              <p>Ein weiteres Modul, <em>Medi-AgenAI,<\/em>soll medizinische Sprache verst\u00e4ndlicher machen. Es kombiniert gro\u00dfe Sprachmodelle, Wissensgraphen und symbolisches Denken, um Fachsprache in klare Worte zu \u00fcbersetzen. \u201ePatienten sollen Behandlungsoptionen nachvollziehen k\u00f6nnen \u2013 nicht nur vertrauen m\u00fcssen\u201c, sagt Vidal.<\/p>\r\n                              <p><strong style=\"font-weight: 700;\">NeSyEx: KI f\u00fcr den gesamten Forschungsprozess<\/strong><\/p>\r\n                              <p>Mit <em>NeSyEx (Neuro-Symbolic Experimental AI)<\/em>\u00fcbertr\u00e4gt das Team den Ansatz auf den gesamten Forschungsprozess \u2013 vom Studiendesign bis zur Interpretation. KI wird damit zu einer Art wissenschaftlicher Assistenz. Die intelligenten Agenten verbinden symbolisches Denken mit generativer KI und arbeiten mit strukturierten Wissensgraphen und Workflow-Modellen. So f\u00f6rdern sie Transparenz, Reproduzierbarkeit und Personalisierung in der Forschung.<\/p>\r\n                              <p><strong style=\"font-weight: 700;\">Von der Vorhersage zum Verst\u00e4ndnis<\/strong><\/p>\r\n                              <p>Diese Entwicklungen markieren einen Wandel: KI in der Wissenschaft bewegt sich vom reinen Vorhersagen hin zum Verstehen. Doch Herausforderungen bleiben. Wissenschaftliche Daten sind verstreut und uneinheitlich, viele Modelle noch immer Black Boxes. Damit KI vertrauensw\u00fcrdig ist, muss sie den <em>FUTURE-AI-Prinzipien<\/em> folgen: Fairness, Universalit\u00e4t, R\u00fcckverfolgbarkeit, Benutzerfreundlichkeit, Robustheit und Erkl\u00e4rbarkeit.<\/p>\r\n                              <p>\u201eZuk\u00fcnftige Systeme m\u00fcssen Zusammenh\u00e4nge erkennen, die menschliche Urteilsf\u00e4higkeit unterst\u00fctzen \u2013 und transparent mit ihren Wissensquellen umgehen\u201c, betont Vidal.<\/p>\r\n                              <p><strong style=\"font-weight: 700;\">Eine neue \u00c4ra der Wissenschaft<\/strong><\/p>\r\n                              <p>Maschinen und Menschen forschen heute Seite an Seite. KI hilft, bessere Fragen zu stellen und neue Zusammenh\u00e4nge zu erkennen. Indem sie Daten in Wissen und Wissen in Verst\u00e4ndnis verwandelt, st\u00e4rkt sie das, was Wissenschaft im Kern ausmacht: Menschliche Neugier, Erkenntnisdrang \u2013 und den Wunsch, die Welt zu verbessern.<\/p>\r\n                            <\/div>\r\n                          <\/div>\r\n                        <\/div>\r\n                      <\/div>\r\n                    <\/div>\r\n                  <\/div>\r\n                <\/div>\r\n              <\/div>\r\n            <\/div>\r\n          <\/div>\r\n        <\/div>\r\n      <\/div>\r\n    <\/div>\r\n  <\/div>\r\n  <div data-colibri-component=\"section\" data-colibri-id=\"41627-c21\" 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-28702 style-local-41627-c21 position-relative\">\r\n    <!---->\r\n    <!---->\r\n    <div class=\"h-section-grid-container h-section-boxed-container\">\r\n      <!---->\r\n      <div data-colibri-id=\"41627-c22\" 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-28703 style-local-41627-c22 position-relative\">\r\n        <!---->\r\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\">\r\n          <!---->\r\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-28704-outer style-local-41627-c23-outer\">\r\n            <div data-colibri-id=\"41627-c23\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-28704 style-local-41627-c23 position-relative\">\r\n              <!---->\r\n              <!---->\r\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\">\r\n                <!---->\r\n                <div data-colibri-id=\"41627-c24\" class=\"h-divider style-28705 style-local-41627-c24 position-relative h-element\">\r\n                  <!----><span class=\"h-divider__line style-28705-line style-local-41627-c24-line style-28705-line style-local-41627-c24-line\"><\/span><\/div>\r\n              <\/div>\r\n            <\/div>\r\n          <\/div>\r\n        <\/div>\r\n      <\/div>\r\n      <div data-colibri-id=\"41627-c25\" class=\"h-row-container gutters-row-lg-2 gutters-row-md-2 gutters-row-0 gutters-row-v-lg-2 gutters-row-v-md-2 gutters-row-v-2 style-28706 style-local-41627-c25 position-relative\">\r\n        <!---->\r\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-2 gutters-col-md-2 gutters-col-0 gutters-col-v-lg-2 gutters-col-v-md-2 gutters-col-v-2\">\r\n          <!---->\r\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-28707-outer style-local-41627-c26-outer\">\r\n            <div data-colibri-id=\"41627-c26\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-28707 style-local-41627-c26 position-relative\">\r\n              <!---->\r\n              <!---->\r\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\">\r\n                <!---->\r\n                <div data-colibri-id=\"41627-c27\" class=\"h-global-transition-all h-heading style-28708 style-local-41627-c27 position-relative h-element\">\r\n                  <!---->\r\n                  <div class=\"h-heading__outer style-28708 style-local-41627-c27\">\r\n                    <!---->\r\n                    <!---->\r\n                    <h6 class=\"\">Vorgestellte Projekte<\/h6>\r\n                  <\/div>\r\n                <\/div>\r\n                <div data-colibri-id=\"41627-c28\" class=\"d-block style-28709 style-local-41627-c28 position-relative h-element\">\r\n                  <!---->\r\n                  <div class=\"h-image__frame-container-outer\">\r\n                    <a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/caimed\/\" h-use-smooth-scroll=\"true\" class=\"image-link\">\r\n                      <div class=\"h-image__frame-container\">\r\n                        <!---->\r\n                        <!---->\r\n                        <img decoding=\"async\" width=\"1147\" height=\"296\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2023\/11\/CAIMed-DE-RGB.jpg\" class=\"wp-image-29571 style-28709-image style-local-41627-c28-image lazyload\" alt=\"CAIMed Logo\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2023\/11\/CAIMed-DE-RGB.jpg 1147w, https:\/\/www.l3s.de\/wp-content\/uploads\/2023\/11\/CAIMed-DE-RGB-300x72.jpg 300w, https:\/\/www.l3s.de\/wp-content\/uploads\/2023\/11\/CAIMed-DE-RGB-1024x247.jpg 1024w, https:\/\/www.l3s.de\/wp-content\/uploads\/2023\/11\/CAIMed-DE-RGB-768x185.jpg 768w, https:\/\/www.l3s.de\/wp-content\/uploads\/2023\/11\/CAIMed-DE-RGB-18x4.jpg 18w\" data-sizes=\"(max-width: 1147px) 100vw, 1147px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1147px; --smush-placeholder-aspect-ratio: 1147\/296;\" \/>\r\n                        <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-28709-frameImage style-local-41627-c28-frameImage\"><\/div>\r\n                      <\/div>\r\n                    <\/a>\r\n                  <\/div>\r\n                <\/div>\r\n                <div 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src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 205px; --smush-placeholder-aspect-ratio: 205\/200;\" \/>\r\n                        <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-28710-frameImage style-local-41627-c29-frameImage\"><\/div>\r\n                      <\/div>\r\n                    <\/a>\r\n                  <\/div>\r\n                <\/div>\r\n                <div data-colibri-id=\"41627-c49\" class=\"d-block style-28710 style-local-41627-c49 position-relative h-element\">\r\n                  <!---->\r\n                  <div class=\"h-image__frame-container-outer\">\r\n                    <a href=\"https:\/\/www.l3s.de\/de\/research-at-l3s\/all-projects\/open-research-knowledge-graph\/\" target=\"_blank\" h-use-smooth-scroll=\"true\" class=\"image-link\">\r\n                      <div class=\"h-image__frame-container\">\r\n                        <!---->\r\n                        <!---->\r\n                        <img decoding=\"async\" width=\"800\" height=\"450\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2024\/05\/orkg_16_9.png\" class=\"wp-image-33271 style-28710-image style-local-41627-c49-image lazyload\" alt=\"\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2024\/05\/orkg_16_9.png 800w, https:\/\/www.l3s.de\/wp-content\/uploads\/2024\/05\/orkg_16_9-300x169.png 300w, https:\/\/www.l3s.de\/wp-content\/uploads\/2024\/05\/orkg_16_9-768x432.png 768w, https:\/\/www.l3s.de\/wp-content\/uploads\/2024\/05\/orkg_16_9-18x10.png 18w\" data-sizes=\"(max-width: 800px) 100vw, 800px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 800px; --smush-placeholder-aspect-ratio: 800\/450;\" \/>\r\n                        <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-28710-frameImage style-local-41627-c49-frameImage\"><\/div>\r\n                      <\/div>\r\n                    <\/a>\r\n                  <\/div>\r\n                <\/div>\r\n              <\/div>\r\n            <\/div>\r\n          <\/div>\r\n          <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-28711-outer style-local-41627-c30-outer\">\r\n            <div data-colibri-id=\"41627-c30\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-28711 style-local-41627-c30 position-relative\">\r\n              <!---->\r\n              <!---->\r\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\">\r\n                <!---->\r\n                <div data-colibri-id=\"41627-c31\" class=\"h-global-transition-all h-heading style-28708 style-local-41627-c31 position-relative h-element\">\r\n                  <!---->\r\n                  <div class=\"h-heading__outer style-28708 style-local-41627-c31\">\r\n                    <!---->\r\n                    <!---->\r\n                    <h6 class=\"\">Kontakt<\/h6>\r\n                  <\/div>\r\n                <\/div>\r\n                <div data-colibri-id=\"41627-c32\" 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-28712 style-local-41627-c32 position-relative\">\r\n                  <!---->\r\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\">\r\n                    <!---->\r\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-28713-outer style-local-41627-c33-outer\">\r\n                      <div data-colibri-id=\"41627-c33\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-28713 style-local-41627-c33 position-relative\">\r\n                        <!---->\r\n                        <!---->\r\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\">\r\n                          <!---->\r\n                          <div data-colibri-id=\"41627-c34\" class=\"d-block style-28714 style-local-41627-c34 position-relative h-element\">\r\n                            <!---->\r\n                            <div class=\"h-image__frame-container-outer\">\r\n                              <div class=\"h-image__frame-container\">\r\n                                <!---->\r\n                                <!---->\r\n                                <img decoding=\"async\" width=\"1707\" height=\"1707\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/08\/cropped-Vidal-Maria-Esther-scaled-1.jpg\" class=\"wp-image-5547 style-28714-image style-local-41627-c34-image lazyload\" alt=\"\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/08\/cropped-Vidal-Maria-Esther-scaled-1.jpg 1707w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/08\/cropped-Vidal-Maria-Esther-scaled-1-300x300.jpg 300w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/08\/cropped-Vidal-Maria-Esther-scaled-1-1024x1024.jpg 1024w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/08\/cropped-Vidal-Maria-Esther-scaled-1-150x150.jpg 150w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/08\/cropped-Vidal-Maria-Esther-scaled-1-768x768.jpg 768w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/08\/cropped-Vidal-Maria-Esther-scaled-1-1536x1536.jpg 1536w, https:\/\/www.l3s.de\/wp-content\/uploads\/2022\/08\/cropped-Vidal-Maria-Esther-scaled-1-12x12.jpg 12w\" data-sizes=\"(max-width: 1707px) 100vw, 1707px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1707px; --smush-placeholder-aspect-ratio: 1707\/1707;\" \/>\r\n                                <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-28714-frameImage style-local-41627-c34-frameImage\"><\/div>\r\n                              <\/div>\r\n                            <\/div>\r\n                          <\/div>\r\n                          <div data-colibri-id=\"41627-c35\" 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-28715 style-local-41627-c35 position-relative\">\r\n                            <!---->\r\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\">\r\n                              <!---->\r\n                              <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-28716-outer style-local-41627-c36-outer\">\r\n                                <div data-colibri-id=\"41627-c36\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-0 h-px-md-0 h-px-0 v-inner-lg-0 v-inner-md-0 v-inner-0 style-28716 style-local-41627-c36 position-relative\">\r\n                                  <!---->\r\n                                  <!---->\r\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\">\r\n                                    <!---->\r\n                                    <div data-colibri-id=\"41627-c37\" class=\"h-global-transition-all h-heading style-28717 style-local-41627-c37 position-relative h-element\">\r\n                                      <!---->\r\n                                      <div class=\"h-heading__outer style-28717 style-local-41627-c37\">\r\n                                        <!---->\r\n                                        <!---->\r\n                                        <h4 class=\"\">Prof. Dr. Maria-Esther Vidal <\/h4>\r\n                                      <\/div>\r\n                                    <\/div>\r\n                                    <div data-colibri-id=\"41627-c38\" class=\"h-x-container style-28718 style-local-41627-c38 position-relative h-element\">\r\n                                      <!---->\r\n                                      <div class=\"h-x-container-inner style-dynamic-41627-c38-group style-28718-spacing style-local-41627-c38-spacing\"><span class=\"h-link__outer style-28719-outer style-local-41627-c39-outer d-inline-flex h-element\"><a h-use-smooth-scroll=\"true\" href=\"mailto:vidal@L3S.de\"  data-colibri-id=\"41627-c39\" class=\"d-flex w-100 align-items-center h-link style-28719 style-local-41627-c39 position-relative\"><!----><!----> <span>vidal@L3S.de <\/span><\/a>\r\n                                        <\/span>\r\n                                      <\/div>\r\n                                    <\/div>\r\n                                  <\/div>\r\n                                <\/div>\r\n                              <\/div>\r\n                            <\/div>\r\n                          <\/div>\r\n                          <div data-colibri-id=\"41627-c40\" class=\"h-text h-text-component style-28720 style-local-41627-c40 position-relative h-element\">\r\n                            <!---->\r\n                            <!---->\r\n                            <div class=\"\">\r\n                              <p>Maria-Esther Vidal ist Professorin an der Leibniz Universit\u00e4t Hannover und Leiterin der Forschungsgruppe Scientific Data Management von L3S und TIB \u2013 Leibniz-Informationszentrum Technik und Naturwissenschaften. Ihre Forschung konzentriert sich auf vertrauensw\u00fcrdige, neuro-symbolische KI und Wissensgraphen. Sie leitet das Projekt TrustKG und ist Mentorin im CAIMed. <\/p>\r\n                            <\/div>\r\n                          <\/div>\r\n                        <\/div>\r\n                      <\/div>\r\n                    <\/div>\r\n                    <div class=\"h-column h-column-container d-flex h-col-lg-auto h-col-md-auto h-col-auto style-28721-outer style-local-41627-c41-outer\">\r\n                      <div data-colibri-id=\"41627-c41\" class=\"d-flex h-flex-basis h-column__inner h-px-lg-2 h-px-md-2 h-px-2 v-inner-lg-2 v-inner-md-2 v-inner-2 style-28721 style-local-41627-c41 position-relative\">\r\n                        <!---->\r\n                        <!---->\r\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\">\r\n                          <!---->\r\n                          <div data-colibri-id=\"41627-c42\" class=\"d-block style-28722 style-local-41627-c42 position-relative h-element\">\r\n                            <!---->\r\n                            <div class=\"h-image__frame-container-outer\">\r\n                              <div class=\"h-image__frame-container\">\r\n                                <!---->\r\n                                <!---->\r\n                                <img decoding=\"async\" width=\"250\" height=\"250\" data-src=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2025\/12\/Purohit-Disha.jpg\" class=\"wp-image-41631 style-28722-image style-local-41627-c42-image lazyload\" alt=\"\" data-srcset=\"https:\/\/www.l3s.de\/wp-content\/uploads\/2025\/12\/Purohit-Disha.jpg 250w, https:\/\/www.l3s.de\/wp-content\/uploads\/2025\/12\/Purohit-Disha-150x150.jpg 150w, https:\/\/www.l3s.de\/wp-content\/uploads\/2025\/12\/Purohit-Disha-12x12.jpg 12w\" data-sizes=\"(max-width: 250px) 100vw, 250px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 250px; --smush-placeholder-aspect-ratio: 250\/250;\" \/>\r\n                                <div class=\"h-image__frame h-hide-lg h-hide-md h-hide-sm style-28722-frameImage style-local-41627-c42-frameImage\"><\/div>\r\n                              <\/div>\r\n                            <\/div>\r\n                          <\/div>\r\n                          <div data-colibri-id=\"41627-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-28723 style-local-41627-c43 position-relative\">\r\n                            <!---->\r\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\">\r\n                              <!---->\r\n                              <div class=\"h-column h-column-container d-flex h-col-lg h-col-md h-col-auto style-28724-outer style-local-41627-c44-outer\">\r\n                                <div data-colibri-id=\"41627-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-28724 style-local-41627-c44 position-relative\">\r\n                                  <!---->\r\n                                  <!---->\r\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\">\r\n                                    <!---->\r\n                                    <div data-colibri-id=\"41627-c45\" class=\"h-global-transition-all h-heading style-28717 style-local-41627-c45 position-relative h-element\">\r\n                                      <!---->\r\n                                      <div class=\"h-heading__outer style-28717 style-local-41627-c45\">\r\n                                        <!---->\r\n                                        <!---->\r\n                                        <h4 class=\"\">Dr. Disha Purohit <\/h4>\r\n                                      <\/div>\r\n                                    <\/div>\r\n                                    <div data-colibri-id=\"41627-c46\" class=\"h-x-container style-28725 style-local-41627-c46 position-relative h-element\">\r\n                                      <!---->\r\n                                      <div class=\"h-x-container-inner style-dynamic-41627-c46-group style-28725-spacing style-local-41627-c46-spacing\"><span class=\"h-link__outer style-28719-outer style-local-41627-c47-outer d-inline-flex h-element\"><a h-use-smooth-scroll=\"true\" href=\"mailto:purohit@L3S.de\"  data-colibri-id=\"41627-c47\" class=\"d-flex w-100 align-items-center h-link style-28719 style-local-41627-c47 position-relative\"><!----><!----> <span>purohit@L3S.de <\/span><\/a>\r\n                                        <\/span>\r\n                                      <\/div>\r\n                                    <\/div>\r\n                                  <\/div>\r\n                                <\/div>\r\n                              <\/div>\r\n                            <\/div>\r\n                          <\/div>\r\n                          <div data-colibri-id=\"41627-c48\" class=\"h-text h-text-component style-28720 style-local-41627-c48 position-relative h-element\">\r\n                            <!---->\r\n                            <!---->\r\n                            <div class=\"\">\r\n                              <p>Disha Purohit ist Postdoc bei CAIMed und TrustKG im Joint Lab von L3S und TIB. Sie entwickelt hybride KI-Systeme, die Lernen und logisches Denken kombinieren, um Transparenz und Nachvollziehbarkeit in der Wissenschaft zu verbessern. <\/p>\r\n                            <\/div>\r\n                          <\/div>\r\n                        <\/div>\r\n                      <\/div>\r\n                    <\/div>\r\n                  <\/div>\r\n                <\/div>\r\n              <\/div>\r\n            <\/div>\r\n          <\/div>\r\n        <\/div>\r\n      <\/div>\r\n    <\/div>\r\n  <\/div>\r\n<\/div>","protected":false},"excerpt":{"rendered":"<p>\u00a9Figure: AI for Science: How data, reasoning, and knowledge converge. Knowledge Graphs and Neuro-symbolic AI connect human reasoning with machine learning to explain why scientific phenomena occur. CAIMed, TrustKG, and ORKG demonstrate how interpretable and trustworthy AI can help scientists understand not only what happens, but why. Issue: 02\/2025 AI Research: Present and Future AI [&hellip;]<\/p>\n","protected":false},"author":11,"featured_media":41904,"parent":2750,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-templates\/full-width-page.php","meta":{"_acf_changed":false,"footnotes":""},"categories":[],"tags":[28,229],"class_list":["post-41627","page","type-page","status-publish","has-post-thumbnail","hentry","tag-binaire","tag-binaire-2025-02"],"acf":[],"aioseo_notices":[],"publishpress_future_action":{"enabled":false,"date":"2026-06-08 00:06:37","action":"category","newStatus":"draft","terms":[75],"taxonomy":"category","extraData":[]},"publishpress_future_workflow_manual_trigger":{"enabledWorkflows":[]},"_links":{"self":[{"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages\/41627","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/comments?post=41627"}],"version-history":[{"count":4,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages\/41627\/revisions"}],"predecessor-version":[{"id":41648,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages\/41627\/revisions\/41648"}],"up":[{"embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/pages\/2750"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/media\/41904"}],"wp:attachment":[{"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/media?parent=41627"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/categories?post=41627"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.l3s.de\/de\/wp-json\/wp\/v2\/tags?post=41627"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}