{"id":252,"date":"2024-02-21T09:51:14","date_gmt":"2024-02-21T09:51:14","guid":{"rendered":"https:\/\/lamarr-institute.org\/?page_id=252"},"modified":"2026-10-22T14:16:54","modified_gmt":"2026-10-22T14:16:54","slug":"hybrid-ml","status":"publish","type":"page","link":"https:\/\/lamarr-institute.org\/de\/forschung\/hybrid-ml\/","title":{"rendered":"Hybrides ML\u00a0"},"content":{"rendered":"<style>.kb-row-layout-id252_26e6e7-e4 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id252_26e6e7-e4 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id252_26e6e7-e4 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 2fr) minmax(0, 1fr);}.kb-row-layout-id252_26e6e7-e4 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id252_26e6e7-e4 > .kt-row-column-wrap{grid-template-columns:minmax(0, 2fr) minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id252_26e6e7-e4 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id252_26e6e7-e4 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-2-columns kt-row-layout-left-golden kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column252_44fcc0-70 > .kt-inside-inner-col,.kadence-column252_44fcc0-70 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column252_44fcc0-70 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column252_44fcc0-70 > .kt-inside-inner-col{flex-direction:column;}.kadence-column252_44fcc0-70 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column252_44fcc0-70 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column252_44fcc0-70{position:relative;}@media all and (max-width: 1024px){.kadence-column252_44fcc0-70 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column252_44fcc0-70 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column252_44fcc0-70\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading252_7da618-60, .wp-block-kadence-advancedheading.kt-adv-heading252_7da618-60[data-kb-block=\"kb-adv-heading252_7da618-60\"]{font-size:var(--global-kb-font-size-md, 1.25rem);line-height:1.5;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading252_7da618-60 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading252_7da618-60[data-kb-block=\"kb-adv-heading252_7da618-60\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading252_7da618-60 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading252_7da618-60[data-kb-block=\"kb-adv-heading252_7da618-60\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<div class=\"kt-adv-heading252_7da618-60 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading252_7da618-60\">Forschungsbereich<\/div>\n\n\n\n<h1 class=\"wp-block-heading\">Hybrides Maschinelles Lernen<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Hybrides Maschinelles Lernen ist darauf ausgerichtet, empirische Daten, Weltwissen und Anwendungskontexte integriert zu behandeln. Das \u00fcbergeordnete Ziel ist es, ML-L\u00f6sungen zu entwickeln, die effizient, robust, erkl\u00e4rbar und vertrauensw\u00fcrdig sind. Hybrides Maschinelles Lernen ist daher ein integraler Bestandteil unserer Forschungs- und Entwicklungsaktivit\u00e4ten am Lamarr-Institut.<\/strong><\/p>\n<\/div><\/div>\n\n\n<style>.kadence-column252_57ca28-71 > .kt-inside-inner-col,.kadence-column252_57ca28-71 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column252_57ca28-71 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column252_57ca28-71 > .kt-inside-inner-col{flex-direction:column;}.kadence-column252_57ca28-71 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column252_57ca28-71 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column252_57ca28-71{position:relative;}@media all and (max-width: 1024px){.kadence-column252_57ca28-71 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column252_57ca28-71 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column252_57ca28-71\"><div class=\"kt-inside-inner-col\">\n<figure class=\"wp-block-image size-large is-style-default\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/HYbridesML_quadratisch-5-1024x1024.jpg\" alt=\"- Lamarr Institute for Machine Learning (ML) and Artificial Intelligence (AI)\" class=\"wp-image-8772\" title=\"\" srcset=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/HYbridesML_quadratisch-5-1024x1024.jpg 1024w, https:\/\/lamarr-institute.org\/wp-content\/uploads\/HYbridesML_quadratisch-5-150x150.jpg 150w, https:\/\/lamarr-institute.org\/wp-content\/uploads\/HYbridesML_quadratisch-5-300x300.jpg 300w, https:\/\/lamarr-institute.org\/wp-content\/uploads\/HYbridesML_quadratisch-5-768x768.jpg 768w, https:\/\/lamarr-institute.org\/wp-content\/uploads\/HYbridesML_quadratisch-5.jpg 1300w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div><\/div>\n\n<\/div><\/div>\n\n<style>.kb-row-layout-id252_b1830f-33 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id252_b1830f-33 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id252_b1830f-33 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 2fr) minmax(0, 1fr);}.kb-row-layout-id252_b1830f-33 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id252_b1830f-33 > .kt-row-column-wrap{grid-template-columns:minmax(0, 2fr) minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id252_b1830f-33 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id252_b1830f-33 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-2-columns kt-row-layout-left-golden kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column252_6e75e5-d2 > .kt-inside-inner-col,.kadence-column252_6e75e5-d2 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column252_6e75e5-d2 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column252_6e75e5-d2 > .kt-inside-inner-col{flex-direction:column;}.kadence-column252_6e75e5-d2 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column252_6e75e5-d2 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column252_6e75e5-d2{position:relative;}@media all and (max-width: 1024px){.kadence-column252_6e75e5-d2 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column252_6e75e5-d2 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column252_6e75e5-d2\"><div class=\"kt-inside-inner-col\">\n<h2 class=\"wp-block-heading\">Strukturierte Repr\u00e4sentationen f\u00fcr interpretierbares Maschinelles Lernen<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Modelle und Algorithmen des hybriden Maschinellen Lernens lernen strukturierte Repr\u00e4sentationen aus empirischen Daten. Diese Repr\u00e4sentationen sind transformierte Darstellungen der Daten, die diese besser interpretierbar oder f\u00fcr die nachgelagerte Modellierung und Vorhersage besser nutzbar machen. Das Schl\u00fcsselwort ist hier &#8222;strukturiert&#8220;. Einerseits wird beim hybriden Maschinellen Lernen die Struktur in die Datendarstellung integriert, indem induktive Vorannahmen aus der Mathematik, den Naturwissenschaften, den Sozial- oder Wirtschaftswissenschaften genutzt werden. Andererseits nutzt das hybride Maschinelle Lernen solche Strukturen, um Probleme in diesen Bereichen besser zu l\u00f6sen.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Unsere Forschung im Bereich des hybriden Maschinellen Lernens geht in der Tat in drei gro\u00dfe Richtungen:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Mathematische Konzepte und Repr\u00e4sentationslernen<\/strong><br>Studium und Anwendung von Konzepten aus der diskreten Mathematik, der Geometrie, der Gruppentheorie und der Wahrscheinlichkeitstheorie, um Algorithmen f\u00fcr das Repr\u00e4sentationslernen zu entwickeln und zu analysieren. Dabei konzentrieren wir uns auf Algorithmen, die die zugrundeliegende Struktur von relationalen Daten sowie von Bild- und Videodaten verarbeiten und nutzen.<br><br><\/li>\n\n\n\n<li><strong>\u00dcberwindung von Black-Box Deep Learning durch Wissen<\/strong><br>Entwicklung neuronaler Modelle f\u00fcr empirische Daten, die \u00fcber das Black-Box Deep Learning hinausgehen, da sie mit mathematischem Wissen oder Theorien aus den Natur- oder Sozialwissenschaften \u00fcbereinstimmen. Beispiele hierf\u00fcr sind unsere Modelle f\u00fcr das logische Denken in nat\u00fcrlicher Sprache, die Repr\u00e4sentationen ableiten, die auf klassischen Theorien der Semantik beruhen, oder unsere neuronalen stochastischen Prozessmodelle, die Repr\u00e4sentationen von Zeitreihendaten so einschr\u00e4nken, dass sie physikalisch inspirierte Differenz- oder Differentialgleichungen erf\u00fcllen.<br><br><\/li>\n\n\n\n<li><strong>Automatische wissenschaftliche Entdeckungen<\/strong><br>Entwicklung von Methoden f\u00fcr automatische wissenschaftliche Entdeckung durch Inferenz aus neuronalen Darstellungen von (sorgf\u00e4ltig kuratierten) algebraischen Gleichungen. Diese Repr\u00e4sentationen sind so konzipiert, dass sie von neuronalen Denkern (k\u00fcnstlichen Wissenschaftlern) verarbeitet werden k\u00f6nnen, die durch Verst\u00e4rkungslernen trainiert werden, um automatisch neue wissenschaftliche Theorien aus Daten zu konstruieren.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">Unsere Forschung f\u00fcgt sich somit in das Paradigma \u201etriangular AI\u201c des Lamarr-Instituts ein, da sie Daten (empirische Beobachtungen), strukturiertes Wissen (wissenschaftliche Theorien oder mathematische Modelle) und Kontext (Belohnungssignale von Verst\u00e4rkungsalgorithmen) kombiniert, um physikalische und soziale Prozesse in praktischen Anwendungen besser zu verstehen und vorherzusagen.<\/p>\n<\/div><\/div>\n\n\n<style>.kadence-column252_979313-27 > .kt-inside-inner-col,.kadence-column252_979313-27 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column252_979313-27 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column252_979313-27 > .kt-inside-inner-col{flex-direction:column;}.kadence-column252_979313-27 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column252_979313-27 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column252_979313-27{position:relative;}@media all and (max-width: 1024px){.kadence-column252_979313-27 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column252_979313-27 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column252_979313-27\"><div class=\"kt-inside-inner-col\">\n<h2 class=\"wp-block-heading\">Ansprechpartner<\/h2>\n\n\n<div class=\"ga-elements-contact-persons\">\n<div class=\"ga-elements-contact-persons-grid column-2\">\n\n\n    \t   \n\t          \n        \n\t\t<div class=\"team-item\">\n\t\t<a href=\"https:\/\/lamarr-institute.org\/de\/person\/prof-dr-christian-bauckhage\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" class=\"wp-post-image\" src=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/Kopie-von-LAMARR-Person-500x500-1.jpg\" alt=\"- Lamarr Institute for Machine Learning (ML) and Artificial Intelligence (AI)\" title=\"\">\n\t\t\t\t\t<\/a>\n\t\t<h3>\n\t\t\t<span>Prof. Dr.<\/span>\t\t\tChristian Bauckhage\t\t<\/h3>\n\t\t<span class=\"team-addinfo\">Direktoriumsmitglied<\/span>\n\t\t\t\t<a href=\"https:\/\/lamarr-institute.org\/de\/person\/prof-dr-christian-bauckhage\/\">zum Profil<\/a>\n\t\t<\/div>\n        \n    \t   \n\t          \n        \n\t\t<div class=\"team-item\">\n\t\t<a href=\"https:\/\/lamarr-institute.org\/de\/person\/ramses-sanchez\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" class=\"wp-post-image\" src=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/LAMARR-Person-Sanchez-Ramses-1.jpg\" alt=\"- Lamarr Institute for Machine Learning (ML) and Artificial Intelligence (AI)\" title=\"\">\n\t\t\t\t\t<\/a>\n\t\t<h3>\n\t\t\t<span>Dr.<\/span>\t\t\tRams\u00e9s S\u00e1nchez\t\t<\/h3>\n\t\t<span class=\"team-addinfo\">Scientific Coordinator<\/span>\n\t\t<span class=\"team-addinfo\">Hybrides ML<\/span>\t\t<a href=\"https:\/\/lamarr-institute.org\/de\/person\/ramses-sanchez\/\">zum Profil<\/a>\n\t\t<\/div>\n        \n    \n\n<\/div>\n<\/div>\n\n\n<\/div><\/div>\n\n<\/div><\/div>\n\n\n<div style=\"height:35px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<style>.kadence-column252_ccda83-13 > .kt-inside-inner-col,.kadence-column252_ccda83-13 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column252_ccda83-13 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column252_ccda83-13 > .kt-inside-inner-col{flex-direction:column;}.kadence-column252_ccda83-13 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column252_ccda83-13 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column252_ccda83-13{position:relative;}@media all and (max-width: 1024px){.kadence-column252_ccda83-13 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column252_ccda83-13 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column252_ccda83-13\"><div class=\"kt-inside-inner-col\">\n<h2 class=\"wp-block-heading\">PIs f\u00fcr Hybrid ML<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Wissenschaftler*innen am Lamarr-Institut pflegen einen intensiven Austausch \u00fcber Forschungsbereiche und Disziplinen hinweg. Die folgenden Wissenschaftler*innen leisten einen Beitrag zur Forschung auf dem Gebiet des hybridem ML, wobei einige von ihnen auch in anderen Forschungsbereichen t\u00e4tig sind.<\/p>\n\n\n<div class=\"select-persons\">\n<div class=\"select-persons-grid column-4\">\n\n\n    \t   \n\t          \n        \n\t\t<div class=\"team-item\">\n\t\t<a href=\"https:\/\/lamarr-institute.org\/de\/person\/prof-dr-christian-bauckhage\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" class=\"wp-post-image\" src=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/Kopie-von-LAMARR-Person-500x500-1.jpg\" alt=\"- Lamarr Institute for Machine Learning (ML) and Artificial Intelligence (AI)\" title=\"\">\n\t\t\t\t\t<\/a>\n\t\t<h3>\n\t\t\t<span>Prof. Dr.<\/span>\t\t\tChristian Bauckhage\t\t<\/h3>\n\t\t<span class=\"team-addinfo\">Direktoriumsmitglied<\/span>\n\t\t\t\t<a href=\"https:\/\/lamarr-institute.org\/de\/person\/prof-dr-christian-bauckhage\/\">zum Profil<\/a>\n\t\t<\/div>\n        \n    \t   \n\t          \n        \n\t\t<div class=\"team-item\">\n\t\t<a href=\"https:\/\/lamarr-institute.org\/de\/person\/bernard-florian\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" class=\"wp-post-image\" src=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/PERSON.png\" alt=\"- Lamarr Institute for Machine Learning (ML) and Artificial Intelligence (AI)\" title=\"\">\n\t\t\t\t\t<\/a>\n\t\t<h3>\n\t\t\t<span>Prof. Dr. <\/span>\t\t\tFlorian Bernard\t\t<\/h3>\n\t\t<span class=\"team-addinfo\">Principal Investigator<\/span>\n\t\t<span class=\"team-addinfo\">Hybrides ML<\/span>\t\t<a href=\"https:\/\/lamarr-institute.org\/de\/person\/bernard-florian\/\">zum Profil<\/a>\n\t\t<\/div>\n        \n    \t   \n\t          \n        \n\t\t<div class=\"team-item\">\n\t\t<a href=\"https:\/\/lamarr-institute.org\/de\/person\/prof-dr-elena-demidova\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" class=\"wp-post-image\" src=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/lamarr-institute-person-demidova-elena-e1663924269458.jpg\" alt=\"- Lamarr Institute for Machine Learning (ML) and Artificial Intelligence (AI)\" title=\"\">\n\t\t\t\t\t<\/a>\n\t\t<h3>\n\t\t\t<span>Prof. Dr.<\/span>\t\t\tElena Demidova\t\t<\/h3>\n\t\t<span class=\"team-addinfo\">Principal Investigator<\/span>\n\t\t<span class=\"team-addinfo\">Hybrides ML<\/span>\t\t<a href=\"https:\/\/lamarr-institute.org\/de\/person\/prof-dr-elena-demidova\/\">zum Profil<\/a>\n\t\t<\/div>\n        \n    \t   \n\t          \n        \n\t\t<div class=\"team-item\">\n\t\t<a href=\"https:\/\/lamarr-institute.org\/de\/person\/prof-dr-anne-driemel\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" class=\"wp-post-image\" src=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/lamarr-institute-person-Driemel-Anne-e1664271117365.jpg\" alt=\"- Lamarr Institute for Machine Learning (ML) and Artificial Intelligence (AI)\" title=\"\">\n\t\t\t\t\t<\/a>\n\t\t<h3>\n\t\t\t<span>Prof. Dr.<\/span>\t\t\tAnne Driemel\t\t<\/h3>\n\t\t<span class=\"team-addinfo\">Principal Investigator<\/span>\n\t\t<span class=\"team-addinfo\">Hybrides ML<\/span>\t\t<a href=\"https:\/\/lamarr-institute.org\/de\/person\/prof-dr-anne-driemel\/\">zum Profil<\/a>\n\t\t<\/div>\n        \n    \t   \n\t          \n        \n\t\t<div class=\"team-item\">\n\t\t<a href=\"https:\/\/lamarr-institute.org\/de\/person\/harmeling-stefan\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" class=\"wp-post-image\" src=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/lamarr-institute-person-Harmeling-Stefan-1.jpg\" alt=\"- Lamarr Institute for Machine Learning (ML) and Artificial Intelligence (AI)\" title=\"\">\n\t\t\t\t\t<\/a>\n\t\t<h3>\n\t\t\t<span>Prof. Dr.<\/span>\t\t\tStefan Harmeling\t\t<\/h3>\n\t\t<span class=\"team-addinfo\">Principal Investigator<\/span>\n\t\t<span class=\"team-addinfo\">Hybrides ML<\/span>\t\t<a href=\"https:\/\/lamarr-institute.org\/de\/person\/harmeling-stefan\/\">zum Profil<\/a>\n\t\t<\/div>\n        \n    \t   \n\t          \n        \n\t\t<div class=\"team-item\">\n\t\t<a href=\"https:\/\/lamarr-institute.org\/de\/person\/laehner-zorah\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" class=\"wp-post-image\" src=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/laehner.jpg\" alt=\"- Lamarr Institute for Machine Learning (ML) and Artificial Intelligence (AI)\" title=\"\">\n\t\t\t\t\t<\/a>\n\t\t<h3>\n\t\t\t<span>Prof. Dr.<\/span>\t\t\tZorah L\u00e4hner\t\t<\/h3>\n\t\t<span class=\"team-addinfo\">Principal Investigator<\/span>\n\t\t<span class=\"team-addinfo\">Hybrides ML<\/span>\t\t<a href=\"https:\/\/lamarr-institute.org\/de\/person\/laehner-zorah\/\">zum Profil<\/a>\n\t\t<\/div>\n        \n    \t   \n\t          \n        \n\t\t<div class=\"team-item\">\n\t\t<a href=\"https:\/\/lamarr-institute.org\/de\/person\/prof-dr-petra-mutzel\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" class=\"wp-post-image\" src=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/lamarr-institute-person-Mutzel-Petra.jpg\" alt=\"- Lamarr Institute for Machine Learning (ML) and Artificial Intelligence (AI)\" title=\"\">\n\t\t\t\t\t<\/a>\n\t\t<h3>\n\t\t\t<span>Prof. Dr.<\/span>\t\t\tPetra Mutzel\t\t<\/h3>\n\t\t<span class=\"team-addinfo\">Principal Investigator<\/span>\n\t\t<span class=\"team-addinfo\">Hybrides ML<\/span>\t\t<a href=\"https:\/\/lamarr-institute.org\/de\/person\/prof-dr-petra-mutzel\/\">zum Profil<\/a>\n\t\t<\/div>\n        \n    \t   \n\t          \n        \n\t\t<div class=\"team-item\">\n\t\t<a href=\"https:\/\/lamarr-institute.org\/de\/person\/roscher-ribana\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" class=\"wp-post-image\" src=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/Ribana-Roscher-Lamarr.png\" alt=\"- Lamarr Institute for Machine Learning (ML) and Artificial Intelligence (AI)\" title=\"\">\n\t\t\t\t\t<\/a>\n\t\t<h3>\n\t\t\t<span>Prof. Dr.<\/span>\t\t\tRibana  Roscher\t\t<\/h3>\n\t\t<span class=\"team-addinfo\">Principal Investigator<\/span>\n\t\t<span class=\"team-addinfo\">Vertrauensw\u00fcrdige KI<\/span>\t\t<a href=\"https:\/\/lamarr-institute.org\/de\/person\/roscher-ribana\/\">zum Profil<\/a>\n\t\t<\/div>\n        \n    \t   \n\t          \n        \n\t\t<div class=\"team-item\">\n\t\t<a href=\"https:\/\/lamarr-institute.org\/de\/person\/rafet-sifa-2\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" class=\"wp-post-image\" src=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/LAMARR-Person-Sifa-Rafet.jpg\" alt=\"- Lamarr Institute for Machine Learning (ML) and Artificial Intelligence (AI)\" title=\"\">\n\t\t\t\t\t<\/a>\n\t\t<h3>\n\t\t\t<span>Prof. Dr.<\/span>\t\t\tRafet Sifa\t\t<\/h3>\n\t\t<span class=\"team-addinfo\">Principal Investigator<\/span>\n\t\t<span class=\"team-addinfo\">Hybrides ML<\/span>\t\t<a href=\"https:\/\/lamarr-institute.org\/de\/person\/rafet-sifa-2\/\">zum Profil<\/a>\n\t\t<\/div>\n        \n    \n\n<\/div>\n<\/div>\n\n\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n<\/div><\/div>\n\n\n\n<div style=\"height:35px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<style>.kadence-column252_3f2b0e-35 > .kt-inside-inner-col,.kadence-column252_3f2b0e-35 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column252_3f2b0e-35 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column252_3f2b0e-35 > .kt-inside-inner-col{flex-direction:column;}.kadence-column252_3f2b0e-35 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column252_3f2b0e-35 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column252_3f2b0e-35{position:relative;}@media all and (max-width: 1024px){.kadence-column252_3f2b0e-35 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column252_3f2b0e-35 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column252_3f2b0e-35\"><div class=\"kt-inside-inner-col\">\n<h2 class=\"wp-block-heading\">Publikationen<\/h2>\n\n\n<div class=\"ga-elements-overview-publications person-publications\">\n\n\t\n<div id=\"ajax-load-more\" class=\"ajax-load-more-wrap default alm-paging paging-default\"  data-alm-id=\"\" data-canonical-url=\"https:\/\/lamarr-institute.org\/de\/forschung\/hybrid-ml\/\" data-slug=\"hybrid-ml\" data-post-id=\"252\"  data-localized=\"ajax_load_more_vars\" data-alm-object=\"ajax_load_more\"><div aria-live=\"polite\" aria-atomic=\"true\" class=\"alm-listing alm-ajax alm-paging-wrap person-single-pub-grid\"style=\"transition: height 0.2s linear;\" data-cache=\"true\" data-paging=\"true\" data-paging-controls=\"true\" data-paging-show-at-most=\"7\" data-paging-classes=\"\" data-paging-first-label=\"\" data-paging-last-label=\"\" data-paging-previous-label=\"&laquo;\" data-paging-next-label=\"&raquo;\" data-paging-scroll=\"true\" data-paging-scrolltop=\"100\" data-container-type=\"div\" data-loading-style=\"default\" data-theme-repeater=\"alm-publications-overview.php\" data-post-type=\"publication\" data-sort-key=\"pub_year\" data-meta-key=\"glass_general:glass_research_areas:glass_fields_of_work\" data-meta-value=\"102:102:102\" data-meta-compare=\"LIKE:LIKE:LIKE\" data-meta-relation=\"OR\" data-meta-type=\"CHAR:CHAR:CHAR\" data-order=\"DESC\" data-orderby=\"meta_value\" data-offset=\"0\" data-posts-per-page=\"10\" data-lang=\"de\" data-button-label=\"Load More\" data-prev-button-label=\"Load Previous\"><div class=\"alm-paging-content\" style=\"opacity: 0; outline: none;\"><\/div><div class=\"alm-paging-loading\"><\/div><\/div><div class=\"alm-btn-wrap\" style=\"visibility: hidden\" data-rel=\"ajax-load-more\"><\/div><\/div><\/div><\/div><\/div>\n\n\n\n<div style=\"height:35px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<style>.kadence-column252_faff1a-80 > .kt-inside-inner-col,.kadence-column252_faff1a-80 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column252_faff1a-80 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column252_faff1a-80 > .kt-inside-inner-col{flex-direction:column;}.kadence-column252_faff1a-80 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column252_faff1a-80 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column252_faff1a-80{position:relative;}@media all and (max-width: 1024px){.kadence-column252_faff1a-80 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column252_faff1a-80 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column252_faff1a-80\"><div class=\"kt-inside-inner-col\">\n<h2 class=\"wp-block-heading\">News und Events aus dem Bereich Hybrid ML<\/h2>\n\n\n<div class=\"current-slider\">\n    \n    <div class=\"alm-filters alm-filters-container filters-default\" id=\"alm-filters-currentsliderfilter\" data-target=\"currentslider\" data-style=\"change\" data-id=\"currentsliderfilter\"><div class=\"alm-filter alm-filter--group alm-filter--postType\" id=\"alm-filter-1\" data-key=\"postType\" data-fieldtype=\"radio\" data-selected-value=\"\" data-default-value=\"\" role=\"radiogroup\" aria-labelledby=\"alm-filter-postType-title\"><div class=\"alm-filter--inner\"><ul><li class=\"alm-filter--radio field-parent field-0\"><div class=\"alm-filter--link field-radio field-post,event,project\"\n\t\t\t\t\tid=\"radio-posteventproject-1\"\n\t\t\t\t\tdata-type=\"radio\"\n\t\t\t\t\tdata-value=\"post,event,project\"\n\t\t\t\t\trole=\"radio\"\n\t\t\t\t\ttabindex=\"0\"\n\t\t\t\t\taria-checked=\"false\"><input type=\"radio\" name=\"postType-radio-1\" value=\"post,event,project\" tabindex=\"-1\" aria-hidden=\"true\" style=\"position:absolute;width:1px;height:1px;opacity:0;pointer-events:none;\">All<\/div><\/li><li class=\"alm-filter--radio field-parent field-1\"><div class=\"alm-filter--link field-radio field-post\"\n\t\t\t\t\tid=\"radio-post-1\"\n\t\t\t\t\tdata-type=\"radio\"\n\t\t\t\t\tdata-value=\"post\"\n\t\t\t\t\trole=\"radio\"\n\t\t\t\t\ttabindex=\"0\"\n\t\t\t\t\taria-checked=\"false\"><input type=\"radio\" name=\"postType-radio-1\" value=\"post\" tabindex=\"-1\" aria-hidden=\"true\" style=\"position:absolute;width:1px;height:1px;opacity:0;pointer-events:none;\">News<\/div><\/li><li class=\"alm-filter--radio field-parent field-2\"><div class=\"alm-filter--link field-radio field-event\"\n\t\t\t\t\tid=\"radio-event-1\"\n\t\t\t\t\tdata-type=\"radio\"\n\t\t\t\t\tdata-value=\"event\"\n\t\t\t\t\trole=\"radio\"\n\t\t\t\t\ttabindex=\"0\"\n\t\t\t\t\taria-checked=\"false\"><input type=\"radio\" name=\"postType-radio-1\" value=\"event\" tabindex=\"-1\" aria-hidden=\"true\" style=\"position:absolute;width:1px;height:1px;opacity:0;pointer-events:none;\">Events<\/div><\/li><li class=\"alm-filter--radio field-parent field-3\"><div class=\"alm-filter--link field-radio field-project\"\n\t\t\t\t\tid=\"radio-project-1\"\n\t\t\t\t\tdata-type=\"radio\"\n\t\t\t\t\tdata-value=\"project\"\n\t\t\t\t\trole=\"radio\"\n\t\t\t\t\ttabindex=\"0\"\n\t\t\t\t\taria-checked=\"false\"><input type=\"radio\" name=\"postType-radio-1\" value=\"project\" tabindex=\"-1\" aria-hidden=\"true\" style=\"position:absolute;width:1px;height:1px;opacity:0;pointer-events:none;\">Projects<\/div><\/li><\/ul><\/div><\/div><div class=\"alm-filters--loading\"><\/div><\/div>\n    <div id=\"ajax-load-more-2\" class=\"ajax-load-more-wrap default\" data-id=\"currentslider\" data-alm-id=\"\" data-canonical-url=\"https:\/\/lamarr-institute.org\/de\/forschung\/hybrid-ml\/\" data-slug=\"hybrid-ml\" data-post-id=\"252\"  data-localized=\"ajax_load_more_currentslider_vars\" data-alm-object=\"ajax_load_more_currentslider\"><div aria-live=\"polite\" aria-atomic=\"true\" class=\"alm-listing alm-ajax owl-carousel\" data-cache=\"true\" data-filters=\"true\" data-filters-target=\"currentsliderfilter\" data-filters-url=\"false\" data-filters-paging=\"false\" data-filters-scroll=\"false\" data-filters-scrolltop=\"30\" data-container-type=\"div\" data-loading-style=\"default\" data-theme-repeater=\"alm-current-slider.php\" data-post-type=\"post,event\" data-post-in=\"42975,42947,43005,40509,40834,40294,37955,37804,38209,37741,36426,28562,28571,23787,23157,22762,18464,18205,15992,2711,2708,2705,2693,2686\" data-order=\"DESC\" data-orderby=\"post__in\" data-offset=\"0\" data-posts-per-page=\"10\" data-lang=\"de\" data-scroll=\"false\" data-button-label=\"Load More\" data-prev-button-label=\"Load Previous\"><\/div><noscript><div class=\"alm-listing alm-noscript owl-carousel\">\n<div class=\"currentslider-item loading post\" style =\"display:none; max-width:400px; min-height:300px;\">\n    <a href=\"https:\/\/lamarr-institute.org\/de\/news\/ellis-nrw-wissenschaftlicher-kick-off\/\">\n        <!-- Bildbereich -->\n        <div class=\"teaserheader\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"667\" src=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/00_LAMARR-News-2.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"Group photo of researchers and participants at the ELLIS Unit NRW AI research kick-off in Siegburg, standing on a stage beside an ELLIS banner.\" srcset=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/00_LAMARR-News-2.jpg 1000w, https:\/\/lamarr-institute.org\/wp-content\/uploads\/00_LAMARR-News-2-300x200.jpg 300w, https:\/\/lamarr-institute.org\/wp-content\/uploads\/00_LAMARR-News-2-768x512.jpg 768w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" title=\"\">        <\/div>\n        <!-- Overlay-Box direkt unter dem Bild -->\n        <div class=\"overlay-box\">\n            <span class=\"category-label\">News<\/span>\n        <\/div>\n        \n        <!-- Inhaltsbereich -->\n        <div class=\"teasercontent\">\n            <!-- Datum: Bei Events wird das Event-Datum (ggf. als Zeitspanne) ausgegeben, sonst das Ver\u00f6ffentlichungsdatum -->\n                            <div class=\"date\">16. Oktober 2026<\/div>\n                        \n            <!-- Bei Events: Ort anzeigen -->\n                        \n            <!-- Titel -->\n            <h3>ELLIS Unit NRW startet mit wissenschaftlichem Kick-off<\/h3>\n            \n            <!-- Exzerpt (max. 6 Zeilen \u2013 evtl. per CSS begrenzen) -->\n            <p class=\"excerpt\" style=\"color: #ffffff;\">Die ELLIS Unit NRW startet beim wissenschaftlichen Kick-off in Siegburg ihre gemeinsame KI-Forschung. Der europ\u00e4ische Forschungsverbund vernetzt acht Hochschulen und Forschungseinrichtungen in&#8230;<\/p>\n        <\/div>\n    <\/a>\n     <!-- Navigationspfeil (rechts unten in der Karte) -->\n        <div class=\"readmore-arrow\"><\/div>\n<\/div>\n\n<div class=\"currentslider-item loading event\" style =\"display:none; max-width:400px; min-height:300px;\">\n    <a href=\"https:\/\/lamarr-institute.org\/de\/events\/lamarr-ringvorlesung-winter-semester-2026-27\/\">\n        <!-- Bildbereich -->\n        <div class=\"teaserheader\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"667\" src=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/Lamarr-Events-Colloquium.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"- Lamarr Institute for Machine Learning (ML) and Artificial Intelligence (AI)\" srcset=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/Lamarr-Events-Colloquium.jpg 1000w, https:\/\/lamarr-institute.org\/wp-content\/uploads\/Lamarr-Events-Colloquium-300x200.jpg 300w, https:\/\/lamarr-institute.org\/wp-content\/uploads\/Lamarr-Events-Colloquium-768x512.jpg 768w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" title=\"\">        <\/div>\n        <!-- Overlay-Box direkt unter dem Bild -->\n        <div class=\"overlay-box\">\n            <span class=\"category-label\">Event<\/span>\n        <\/div>\n        \n        <!-- Inhaltsbereich -->\n        <div class=\"teasercontent\">\n            <!-- Datum: Bei Events wird das Event-Datum (ggf. als Zeitspanne) ausgegeben, sonst das Ver\u00f6ffentlichungsdatum -->\n                                    <div class=\"date\">\n                            13. Okt. 2026 &#8211; 2. Feb. 2027                        <\/div>\n                                \n            <!-- Bei Events: Ort anzeigen -->\n                        \n            <!-- Titel -->\n            <h3>Lamarr Ringvorlesung Winter Semester 2026\/27<\/h3>\n            \n            <!-- Exzerpt (max. 6 Zeilen \u2013 evtl. per CSS begrenzen) -->\n            <p class=\"excerpt\" style=\"color: #ffffff;\">Die Lamarr Ringvorlesung bietet einen \u00dcberblick \u00fcber die neuesten Forschungsergebnisse im Bereich der triangul\u00e4ren KI, die einen datenintensiven Ansatz mit menschlichem Wissen und Kontext als zwei&#8230;<\/p>\n        <\/div>\n    <\/a>\n     <!-- Navigationspfeil (rechts unten in der Karte) -->\n        <div class=\"readmore-arrow\"><\/div>\n<\/div>\n\n<div class=\"currentslider-item loading post\" style =\"display:none; max-width:400px; min-height:300px;\">\n    <a href=\"https:\/\/lamarr-institute.org\/de\/news\/zorah-laehner-erhaelt-german-pattern-recognition-award\/\">\n        <!-- Bildbereich -->\n        <div class=\"teaserheader\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"667\" src=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/LAMARR-News-Zorah-Lahner-Pattern-Recognition-Award1-e1792096657357.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"Zorah L\u00e4hner stands in the middle, holding a certificate and an award folder at DAGM GCPR 2026.\" title=\"\">        <\/div>\n        <!-- Overlay-Box direkt unter dem Bild -->\n        <div class=\"overlay-box\">\n            <span class=\"category-label\">News<\/span>\n        <\/div>\n        \n        <!-- Inhaltsbereich -->\n        <div class=\"teasercontent\">\n            <!-- Datum: Bei Events wird das Event-Datum (ggf. als Zeitspanne) ausgegeben, sonst das Ver\u00f6ffentlichungsdatum -->\n                            <div class=\"date\">23. September 2026<\/div>\n                        \n            <!-- Bei Events: Ort anzeigen -->\n                        \n            <!-- Titel -->\n            <h3>Zorah L\u00e4hner erh\u00e4lt German Pattern Recognition Award<\/h3>\n            \n            <!-- Exzerpt (max. 6 Zeilen \u2013 evtl. per CSS begrenzen) -->\n            <p class=\"excerpt\" style=\"color: #ffffff;\">Zorah L\u00e4hner erh\u00e4lt den German Pattern Recognition Award 2026. Die Professorin der Universit\u00e4t Bonn und Principal Investigator am Lamarr-Institut erforscht die Analyse dreidimensionaler Formen und&#8230;<\/p>\n        <\/div>\n    <\/a>\n     <!-- Navigationspfeil (rechts unten in der Karte) -->\n        <div class=\"readmore-arrow\"><\/div>\n<\/div>\n\n<div class=\"currentslider-item loading event\" style =\"display:none; max-width:400px; min-height:300px;\">\n    <a href=\"https:\/\/lamarr-institute.org\/de\/events\/veranstaltungsreihe-wissenschaft-im-theater\/\">\n        <!-- Bildbereich -->\n        <div class=\"teaserheader\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"667\" src=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/00_LAMARR-News-WissenschaftImTheater.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"- Lamarr Institute for Machine Learning (ML) and Artificial Intelligence (AI)\" srcset=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/00_LAMARR-News-WissenschaftImTheater.jpg 1000w, https:\/\/lamarr-institute.org\/wp-content\/uploads\/00_LAMARR-News-WissenschaftImTheater-300x200.jpg 300w, https:\/\/lamarr-institute.org\/wp-content\/uploads\/00_LAMARR-News-WissenschaftImTheater-768x512.jpg 768w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" title=\"\">        <\/div>\n        <!-- Overlay-Box direkt unter dem Bild -->\n        <div class=\"overlay-box\">\n            <span class=\"category-label\">Event<\/span>\n        <\/div>\n        \n        <!-- Inhaltsbereich -->\n        <div class=\"teasercontent\">\n            <!-- Datum: Bei Events wird das Event-Datum (ggf. als Zeitspanne) ausgegeben, sonst das Ver\u00f6ffentlichungsdatum -->\n                                    <div class=\"date\">\n                            31. Okt. 2026 &#8211; 15. Mai 2027                        <\/div>\n                                \n            <!-- Bei Events: Ort anzeigen -->\n                            <span class=\"eventlocation\">Theater Bonn \u2013 Schauspielhaus<\/span>\n                        \n            <!-- Titel -->\n            <h3>Veranstaltungsreihe: Wissenschaft im Theater<\/h3>\n            \n            <!-- Exzerpt (max. 6 Zeilen \u2013 evtl. per CSS begrenzen) -->\n            <p class=\"excerpt\" style=\"color: #ffffff;\">From quantum computing to the complex connection between gut microbes and the brain, top-tier research is leaving the laboratory and heading into the spotlight. A new event series created through a&#8230;<\/p>\n        <\/div>\n    <\/a>\n     <!-- Navigationspfeil (rechts unten in der Karte) -->\n        <div class=\"readmore-arrow\"><\/div>\n<\/div>\n\n<div class=\"currentslider-item loading post\" style =\"display:none; max-width:400px; min-height:300px;\">\n    <a href=\"https:\/\/lamarr-institute.org\/de\/news\/alice-kirchheim-direktorium-lamarr\/\">\n        <!-- Bildbereich -->\n        <div class=\"teaserheader\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"667\" src=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/LAMARR-PM-Alice-Kirchheim-4.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"Portr\u00e4t der KI- und Logistikforscherin Prof. Dr.-Ing. Alice Kirchheim, Leiterin des Fraunhofer IML und Mitglied des Direktoriums des Lamarr-Instituts.\" srcset=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/LAMARR-PM-Alice-Kirchheim-4.jpg 1000w, https:\/\/lamarr-institute.org\/wp-content\/uploads\/LAMARR-PM-Alice-Kirchheim-4-300x200.jpg 300w, https:\/\/lamarr-institute.org\/wp-content\/uploads\/LAMARR-PM-Alice-Kirchheim-4-768x512.jpg 768w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" title=\"\">        <\/div>\n        <!-- Overlay-Box direkt unter dem Bild -->\n        <div class=\"overlay-box\">\n            <span class=\"category-label\">News<\/span>\n        <\/div>\n        \n        <!-- Inhaltsbereich -->\n        <div class=\"teasercontent\">\n            <!-- Datum: Bei Events wird das Event-Datum (ggf. als Zeitspanne) ausgegeben, sonst das Ver\u00f6ffentlichungsdatum -->\n                            <div class=\"date\">17. September 2026<\/div>\n                        \n            <!-- Bei Events: Ort anzeigen -->\n                        \n            <!-- Titel -->\n            <h3>Alice Kirchheim in das Direktorium des Lamarr-Instituts berufen<\/h3>\n            \n            <!-- Exzerpt (max. 6 Zeilen \u2013 evtl. per CSS begrenzen) -->\n            <p class=\"excerpt\" style=\"color: #ffffff;\">KI und Intralogistik: Alice Kirchheim verst\u00e4rkt das Direktorium des Lamarr-Instituts und bringt ihre Expertise in KI-gest\u00fctzter Planung, autonomen Systemen und Logistikforschung&#8230;<\/p>\n        <\/div>\n    <\/a>\n     <!-- Navigationspfeil (rechts unten in der Karte) -->\n        <div class=\"readmore-arrow\"><\/div>\n<\/div>\n\n<div class=\"currentslider-item loading event\" style =\"display:none; max-width:400px; min-height:300px;\">\n    <a href=\"https:\/\/lamarr-institute.org\/de\/events\/ieee-big-data-2026\/\">\n        <!-- Bildbereich -->\n        <div class=\"teaserheader\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"667\" src=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/00_LAMARR-News-IEEE-BigData-2026.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"- Lamarr Institute for Machine Learning (ML) and Artificial Intelligence (AI)\" srcset=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/00_LAMARR-News-IEEE-BigData-2026.jpg 1000w, https:\/\/lamarr-institute.org\/wp-content\/uploads\/00_LAMARR-News-IEEE-BigData-2026-300x200.jpg 300w, https:\/\/lamarr-institute.org\/wp-content\/uploads\/00_LAMARR-News-IEEE-BigData-2026-768x512.jpg 768w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" title=\"\">        <\/div>\n        <!-- Overlay-Box direkt unter dem Bild -->\n        <div class=\"overlay-box\">\n            <span class=\"category-label\">Event<\/span>\n        <\/div>\n        \n        <!-- Inhaltsbereich -->\n        <div class=\"teasercontent\">\n            <!-- Datum: Bei Events wird das Event-Datum (ggf. als Zeitspanne) ausgegeben, sonst das Ver\u00f6ffentlichungsdatum -->\n                                    <div class=\"date\">\n                            14. &#8211; 17. Dez. 2026                        <\/div>\n                                \n            <!-- Bei Events: Ort anzeigen -->\n                            <span class=\"eventlocation\">Sheraton Phoenix Downtown<\/span>\n                        \n            <!-- Titel -->\n            <h3>IEEE Big Data 2026<\/h3>\n            \n            <!-- Exzerpt (max. 6 Zeilen \u2013 evtl. per CSS begrenzen) -->\n            <p class=\"excerpt\" style=\"color: #ffffff;\">Die IEEE International Conference on Big Data 2026 kehrt als weltweit f\u00fchrendes Forum f\u00fcr Datenwissenschaftler*innen, KI-Forschende und Branchenf\u00fchrende zur\u00fcck, die die Zukunft der gro\u00df&#8230;<\/p>\n        <\/div>\n    <\/a>\n     <!-- Navigationspfeil (rechts unten in der Karte) -->\n        <div class=\"readmore-arrow\"><\/div>\n<\/div>\n\n<div class=\"currentslider-item loading post\" style =\"display:none; max-width:400px; min-height:300px;\">\n    <a href=\"https:\/\/lamarr-institute.org\/de\/news\/zentrale-stimmen-ai26-lamarr-conference\/\">\n        <!-- Bildbereich -->\n        <div class=\"teaserheader\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"667\" src=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/Jarek_Thumbnail_New.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"- Lamarr Institute for Machine Learning (ML) and Artificial Intelligence (AI)\" srcset=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/Jarek_Thumbnail_New.jpg 1000w, https:\/\/lamarr-institute.org\/wp-content\/uploads\/Jarek_Thumbnail_New-300x200.jpg 300w, https:\/\/lamarr-institute.org\/wp-content\/uploads\/Jarek_Thumbnail_New-768x512.jpg 768w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" title=\"\">        <\/div>\n        <!-- Overlay-Box direkt unter dem Bild -->\n        <div class=\"overlay-box\">\n            <span class=\"category-label\">News<\/span>\n        <\/div>\n        \n        <!-- Inhaltsbereich -->\n        <div class=\"teasercontent\">\n            <!-- Datum: Bei Events wird das Event-Datum (ggf. als Zeitspanne) ausgegeben, sonst das Ver\u00f6ffentlichungsdatum -->\n                            <div class=\"date\">17. Juli 2026<\/div>\n                        \n            <!-- Bei Events: Ort anzeigen -->\n                        \n            <!-- Titel -->\n            <h3>Europas KI-Zukunft: Zentrale Stimmen der AI26 \u2013 The Lamarr Conference<\/h3>\n            \n            <!-- Exzerpt (max. 6 Zeilen \u2013 evtl. per CSS begrenzen) -->\n            <p class=\"excerpt\" style=\"color: #ffffff;\">Die AI26 \u2013 The Lamarr Conference brachte f\u00fchrende Pers\u00f6nlichkeiten aus Wissenschaft, Wirtschaft und Politik zusammen, um \u00fcber Europas KI-Zukunft zu diskutieren. Ein H\u00f6hepunkt war die Verleihung&#8230;<\/p>\n        <\/div>\n    <\/a>\n     <!-- Navigationspfeil (rechts unten in der Karte) -->\n        <div class=\"readmore-arrow\"><\/div>\n<\/div>\n\n<div class=\"currentslider-item loading post\" style =\"display:none; max-width:400px; min-height:300px;\">\n    <a href=\"https:\/\/lamarr-institute.org\/de\/news\/ai26-lamarr-conference\/\">\n        <!-- Bildbereich -->\n        <div class=\"teaserheader\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1707\" src=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/DSC9852-scaled.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"- Lamarr Institute for Machine Learning (ML) and Artificial Intelligence (AI)\" srcset=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/DSC9852-scaled.jpg 2560w, https:\/\/lamarr-institute.org\/wp-content\/uploads\/DSC9852-300x200.jpg 300w, https:\/\/lamarr-institute.org\/wp-content\/uploads\/DSC9852-1024x683.jpg 1024w, https:\/\/lamarr-institute.org\/wp-content\/uploads\/DSC9852-768x512.jpg 768w, https:\/\/lamarr-institute.org\/wp-content\/uploads\/DSC9852-1536x1024.jpg 1536w, https:\/\/lamarr-institute.org\/wp-content\/uploads\/DSC9852-2048x1365.jpg 2048w\" sizes=\"auto, (max-width: 2560px) 100vw, 2560px\" title=\"\">        <\/div>\n        <!-- Overlay-Box direkt unter dem Bild -->\n        <div class=\"overlay-box\">\n            <span class=\"category-label\">News<\/span>\n        <\/div>\n        \n        <!-- Inhaltsbereich -->\n        <div class=\"teasercontent\">\n            <!-- Datum: Bei Events wird das Event-Datum (ggf. als Zeitspanne) ausgegeben, sonst das Ver\u00f6ffentlichungsdatum -->\n                            <div class=\"date\">07. Juli 2026<\/div>\n                        \n            <!-- Bei Events: Ort anzeigen -->\n                        \n            <!-- Titel -->\n            <h3>Von der KI-Forschung in die Wertsch\u00f6pfung: NRW-Ministerpr\u00e4sident W\u00fcst er\u00f6ffnet \u201eAI26 \u2013 The Lamarr Conference\u201c<\/h3>\n            \n            <!-- Exzerpt (max. 6 Zeilen \u2013 evtl. per CSS begrenzen) -->\n            <p class=\"excerpt\" style=\"color: #ffffff;\">Ministerpr\u00e4sident Hendrik W\u00fcst er\u00f6ffnet die AI26 \u2013 The Lamarr Conference. Internationale Expertinnen und Experten diskutieren, wie Europa KI-Spitzenforschung in Innovation, Wettbewerbsf\u00e4higkeit&#8230;<\/p>\n        <\/div>\n    <\/a>\n     <!-- Navigationspfeil (rechts unten in der Karte) -->\n        <div class=\"readmore-arrow\"><\/div>\n<\/div>\n\n<div class=\"currentslider-item loading post\" style =\"display:none; max-width:400px; min-height:300px;\">\n    <a href=\"https:\/\/lamarr-institute.org\/de\/news\/grace-hopper-preis-maschinelle-ubersetzungen\/\">\n        <!-- Bildbereich -->\n        <div class=\"teaserheader\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"1052\" height=\"526\" src=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/00_LAMARR-News-GraceHopper2026.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"Muskaan Chopra holds her Grace Hopper Award certificate outside a University of Bonn building, accompanied by her supervisors Prof. Dr. Rafet Sifa and Dr. Lorenz Sparrenberg.\" title=\"\">        <\/div>\n        <!-- Overlay-Box direkt unter dem Bild -->\n        <div class=\"overlay-box\">\n            <span class=\"category-label\">News<\/span>\n        <\/div>\n        \n        <!-- Inhaltsbereich -->\n        <div class=\"teasercontent\">\n            <!-- Datum: Bei Events wird das Event-Datum (ggf. als Zeitspanne) ausgegeben, sonst das Ver\u00f6ffentlichungsdatum -->\n                            <div class=\"date\">29. Juni 2026<\/div>\n                        \n            <!-- Bei Events: Ort anzeigen -->\n                        \n            <!-- Titel -->\n            <h3>Grace Hopper Preis f\u00fcr zuverl\u00e4ssigere Maschinelle \u00dcbersetzungen<\/h3>\n            \n            <!-- Exzerpt (max. 6 Zeilen \u2013 evtl. per CSS begrenzen) -->\n            <p class=\"excerpt\" style=\"color: #ffffff;\">Grace Hopper Preistr\u00e4gerin Muskaan Chopra erforscht an der Universit\u00e4t Bonn kompakte, lokal einsetzbare Sprachmodelle zur Erkennung kritischer \u00dcbersetzungsfehler und verbindet damit zuverl\u00e4ssige&#8230;<\/p>\n        <\/div>\n    <\/a>\n     <!-- Navigationspfeil (rechts unten in der Karte) -->\n        <div class=\"readmore-arrow\"><\/div>\n<\/div>\n\n<div class=\"currentslider-item loading post\" style =\"display:none; max-width:400px; min-height:300px;\">\n    <a href=\"https:\/\/lamarr-institute.org\/de\/news\/ai26-the-lamarr-conference-ankundigung\/\">\n        <!-- Bildbereich -->\n        <div class=\"teaserheader\">\n            <img loading=\"lazy\" decoding=\"async\" width=\"2400\" height=\"1254\" src=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/AI26_The_Lamarr_Conference_on_Artificial_Intelligence.png\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image\" alt=\"Participants gather at AI26 \u2013 The Lamarr Conference in Bonn to discuss artificial intelligence research, technology transfer and AI innovation.\" srcset=\"https:\/\/lamarr-institute.org\/wp-content\/uploads\/AI26_The_Lamarr_Conference_on_Artificial_Intelligence.png 2400w, https:\/\/lamarr-institute.org\/wp-content\/uploads\/AI26_The_Lamarr_Conference_on_Artificial_Intelligence-300x157.png 300w, https:\/\/lamarr-institute.org\/wp-content\/uploads\/AI26_The_Lamarr_Conference_on_Artificial_Intelligence-1024x535.png 1024w, https:\/\/lamarr-institute.org\/wp-content\/uploads\/AI26_The_Lamarr_Conference_on_Artificial_Intelligence-768x401.png 768w, https:\/\/lamarr-institute.org\/wp-content\/uploads\/AI26_The_Lamarr_Conference_on_Artificial_Intelligence-1536x803.png 1536w, https:\/\/lamarr-institute.org\/wp-content\/uploads\/AI26_The_Lamarr_Conference_on_Artificial_Intelligence-2048x1070.png 2048w\" sizes=\"auto, (max-width: 2400px) 100vw, 2400px\" title=\"\">        <\/div>\n        <!-- Overlay-Box direkt unter dem Bild -->\n        <div class=\"overlay-box\">\n            <span class=\"category-label\">News<\/span>\n        <\/div>\n        \n        <!-- Inhaltsbereich -->\n        <div class=\"teasercontent\">\n            <!-- Datum: Bei Events wird das Event-Datum (ggf. als Zeitspanne) ausgegeben, sonst das Ver\u00f6ffentlichungsdatum -->\n                            <div class=\"date\">18. Juni 2026<\/div>\n                        \n            <!-- Bei Events: Ort anzeigen -->\n                        \n            <!-- Titel -->\n            <h3>AI26 \u2013 The Lamarr Conference: KI-Spitzenforschung f\u00fcr Innovation und Wertsch\u00f6pfung<\/h3>\n            \n            <!-- Exzerpt (max. 6 Zeilen \u2013 evtl. per CSS begrenzen) -->\n            <p class=\"excerpt\" style=\"color: #ffffff;\">Die AI26 \u2013 The Lamarr Conference bringt f\u00fchrende KI-Forschende, Unternehmen und politische Entscheidungstr\u00e4ger in Bonn zusammen. Im Fokus stehen KI-Souver\u00e4nit\u00e4t, Robotik, KI in der Medizin&#8230;<\/p>\n        <\/div>\n    <\/a>\n     <!-- Navigationspfeil (rechts unten in der Karte) -->\n        <div class=\"readmore-arrow\"><\/div>\n<\/div>\n<\/div><div class=\"alm-paging\">Pages: <span class=\"page\"><a href=\"https:\/\/lamarr-institute.org\/de\/forschung\/hybrid-ml\/?pg=1\">1<\/a><\/span><span class=\"page\"><a href=\"https:\/\/lamarr-institute.org\/de\/forschung\/hybrid-ml\/?pg=2\">2<\/a><\/span><span class=\"page\"><a href=\"https:\/\/lamarr-institute.org\/de\/forschung\/hybrid-ml\/?pg=3\">3<\/a><\/span><\/div><\/noscript><div class=\"alm-btn-wrap\" style=\"visibility: hidden\" data-rel=\"ajax-load-more-2\"><button class=\"alm-load-more-btn \" type=\"button\">Load More<\/button><\/div><\/div><\/div>\n<style>\n.current-slider .owl-carousel .owl-stage-outer .owl-stage .owl-item .currentslider-item {\n    position: relative !important;\n    display: block !important;\n}\n<\/style><\/div><\/div>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<style>.kadence-column252_02f022-9f > .kt-inside-inner-col,.kadence-column252_02f022-9f > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column252_02f022-9f > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column252_02f022-9f > .kt-inside-inner-col{flex-direction:column;}.kadence-column252_02f022-9f > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column252_02f022-9f > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column252_02f022-9f{position:relative;}@media all and (max-width: 1024px){.kadence-column252_02f022-9f > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column252_02f022-9f > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column252_02f022-9f\"><div class=\"kt-inside-inner-col\">\n<h2 class=\"wp-block-heading\">Blog-Beitr\u00e4ge zu Hybrid ML<\/h2>\n\n\n<div class=\"blog-slider\">\n\n <div id=\"ajax-load-more-3\" class=\"ajax-load-more-wrap default\" data-id=\"blogslider\" data-alm-id=\"\" data-canonical-url=\"https:\/\/lamarr-institute.org\/de\/forschung\/hybrid-ml\/\" data-slug=\"hybrid-ml\" data-post-id=\"252\"  data-localized=\"ajax_load_more_blogslider_vars\" data-alm-object=\"ajax_load_more_blogslider\"><div aria-live=\"polite\" aria-atomic=\"true\" class=\"alm-listing alm-ajax owl-carousel\" data-cache=\"true\" data-cta=\"true\" data-cta-position=\"after:6\" data-cta-theme-repeater=\"cta-moreblogposts.php\" data-container-type=\"div\" data-loading-style=\"default\" data-theme-repeater=\"alm-blog-slider.php\" data-post-type=\"blog\" data-meta-key=\"glass_research_areas\" data-meta-value=\"102\" data-meta-compare=\"LIKE\" data-order=\"DESC\" data-orderby=\"date\" data-offset=\"0\" data-posts-per-page=\"6\" data-lang=\"de\" data-scroll=\"false\" data-button-label=\"Load More\" data-prev-button-label=\"Load Previous\"><\/div><div class=\"alm-btn-wrap\" style=\"visibility: hidden\" data-rel=\"ajax-load-more-3\"><button class=\"alm-load-more-btn \" type=\"button\">Load More<\/button><\/div><\/div> \n\n<\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Forschungsbereich Hybrides Maschinelles Lernen Hybrides Maschinelles Lernen ist darauf ausgerichtet, empirische Daten, Weltwissen und Anwendungskontexte integriert zu behandeln. Das \u00fcbergeordnete Ziel ist es, ML-L\u00f6sungen zu entwickeln, die effizient, robust, erkl\u00e4rbar und vertrauensw\u00fcrdig sind. Hybrides Maschinelles Lernen ist daher ein integraler Bestandteil unserer Forschungs- und Entwicklungsaktivit\u00e4ten am Lamarr-Institut. Strukturierte Repr\u00e4sentationen f\u00fcr interpretierbares Maschinelles Lernen Modelle und Algorithmen des hybriden Maschinellen Lernens lernen strukturierte Repr\u00e4sentationen aus empirischen Daten. Diese Repr\u00e4sentationen sind transformierte [&hellip;]<\/p>\n","protected":false},"author":9,"featured_media":0,"parent":246,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-252","page","type-page","status-publish","hentry"],"acf":[],"publishpress_future_workflow_manual_trigger":{"enabledWorkflows":[]},"_links":{"self":[{"href":"https:\/\/lamarr-institute.org\/de\/wp-json\/wp\/v2\/pages\/252","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lamarr-institute.org\/de\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/lamarr-institute.org\/de\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/lamarr-institute.org\/de\/wp-json\/wp\/v2\/users\/9"}],"replies":[{"embeddable":true,"href":"https:\/\/lamarr-institute.org\/de\/wp-json\/wp\/v2\/comments?post=252"}],"version-history":[{"count":4,"href":"https:\/\/lamarr-institute.org\/de\/wp-json\/wp\/v2\/pages\/252\/revisions"}],"predecessor-version":[{"id":43177,"href":"https:\/\/lamarr-institute.org\/de\/wp-json\/wp\/v2\/pages\/252\/revisions\/43177"}],"up":[{"embeddable":true,"href":"https:\/\/lamarr-institute.org\/de\/wp-json\/wp\/v2\/pages\/246"}],"wp:attachment":[{"href":"https:\/\/lamarr-institute.org\/de\/wp-json\/wp\/v2\/media?parent=252"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}