{"id":2,"date":"2026-01-27T11:29:56","date_gmt":"2026-01-27T11:29:56","guid":{"rendered":"http:\/\/sites.unimi.it\/mathgen\/?page_id=2"},"modified":"2026-06-10T09:24:17","modified_gmt":"2026-06-10T09:24:17","slug":"sample-page","status":"publish","type":"page","link":"https:\/\/sites.unimi.it\/mathgen\/","title":{"rendered":"MATHGEN SUMMIT"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><strong><em>Mathematics of Generative AI: Theory, Algorithms &amp; Applications<\/em><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Generative Artificial Intelligence<\/strong>&nbsp;(GenAI) is profoundly transforming the scientific and technological landscape, raising fundamental questions about the mathematical principles that underlie generative models, along with their potentialities and weaknesses. As a matter of fact, while deep learning architectures such as&nbsp;<strong>diffusion models, transformers, and variational autoencoders<\/strong>&nbsp;are achieving large success in generating complex data,&nbsp;<strong>a comprehensive understanding of their theoretical foundations remains an open and rapidly evolving field of inquiry<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The aim of the MathGen Summit is to bring together international researchers (including early career) from different fields to foster a&nbsp;<strong>dialogue on the theoretical, algorithmic, and application-related aspects of GenAI techniques<\/strong>. The focus will be on the analysis and development of mathematical models and computational practices that explain, predict, or enhance generative behavior, encompassing areas such as:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Geometry, topology, and measure theory in latent representations and manifold learning;<\/li>\n\n\n\n<li>&nbsp;Partial differential equations and dynamical systems approaches to generative flows;<\/li>\n\n\n\n<li>&nbsp;Computational methods underlying generative training and inference;<\/li>\n\n\n\n<li>&nbsp;Applications of Generative AI in science, society, industry.&nbsp;&nbsp;<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Under the support of<\/p>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<ul class=\"wp-block-list\">\n<li>Universit\u00e0 degli studi di Milano. <a href=\"https:\/\/www.unimi.it\/en\" data-type=\"link\" data-id=\"https:\/\/www.unimi.it\/en\">Website<\/a><\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"551\" src=\"http:\/\/sites.unimi.it\/mathgen\/wp-content\/uploads\/2026\/02\/logo-1024x551.png\" alt=\"\" class=\"wp-image-73\" style=\"aspect-ratio:1.8585037961216693;width:166px;height:auto\" srcset=\"https:\/\/sites.unimi.it\/mathgen\/wp-content\/uploads\/2026\/02\/logo-1024x551.png 1024w, https:\/\/sites.unimi.it\/mathgen\/wp-content\/uploads\/2026\/02\/logo-300x162.png 300w, https:\/\/sites.unimi.it\/mathgen\/wp-content\/uploads\/2026\/02\/logo-768x413.png 768w, https:\/\/sites.unimi.it\/mathgen\/wp-content\/uploads\/2026\/02\/logo.png 1512w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<ul class=\"wp-block-list\">\n<li>Alma Mater Studiorum Bologna<br><a href=\"https:\/\/www.unibo.it\/en\/homepage\" data-type=\"link\" data-id=\"https:\/\/www.simai.eu\">Website<\/a><\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"147\" src=\"https:\/\/sites.unimi.it\/mathgen\/wp-content\/uploads\/2026\/06\/cc65c983-07a0-4359-add5-69104bcde471.png\" alt=\"\" class=\"wp-image-177\" style=\"aspect-ratio:1.36\n;width:150px;height:auto\"><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<ul class=\"wp-block-list\">\n<li>Societ\u00e0 Italiana di Matematica Applicata ed Industriale<br><a href=\"https:\/\/www.simai.eu\" data-type=\"link\" data-id=\"https:\/\/www.simai.eu\">Website<\/a><\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"956\" height=\"661\" src=\"https:\/\/sites.unimi.it\/mathgen\/wp-content\/uploads\/2026\/05\/SIMAI_logo_patrocinio_ENG.png\" alt=\"\" class=\"wp-image-137\" style=\"aspect-ratio:1.8585037961216693;width:166px;height:auto\" srcset=\"https:\/\/sites.unimi.it\/mathgen\/wp-content\/uploads\/2026\/05\/SIMAI_logo_patrocinio_ENG.png 956w, https:\/\/sites.unimi.it\/mathgen\/wp-content\/uploads\/2026\/05\/SIMAI_logo_patrocinio_ENG-300x207.png 300w, https:\/\/sites.unimi.it\/mathgen\/wp-content\/uploads\/2026\/05\/SIMAI_logo_patrocinio_ENG-768x531.png 768w\" sizes=\"auto, (max-width: 956px) 100vw, 956px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<ul class=\"wp-block-list\">\n<li>Gruppo Nazionale Calcolo Scientifico, INDAM. <a href=\"https:\/\/www.altamatematica.it\/gncs\/\" data-type=\"link\" data-id=\"https:\/\/www.altamatematica.it\/gncs\/\">Website<\/a><\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"423\" src=\"http:\/\/sites.unimi.it\/mathgen\/wp-content\/uploads\/2026\/02\/INdAM_logo.svg_-1024x423.png\" alt=\"\" class=\"wp-image-70\" style=\"aspect-ratio:2.421079559989767;width:172px;height:auto\"\/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<ul class=\"wp-block-list\">\n<li>Decision Science Research Center (DESIRE). <a href=\"https:\/\/desire.unimi.it\" data-type=\"link\" data-id=\"https:\/\/desire.unimi.it\">Website<\/a><\/li>\n<\/ul>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"283\" height=\"317\" src=\"http:\/\/sites.unimi.it\/mathgen\/wp-content\/uploads\/2026\/02\/cropped-logo-desire-2_rescaled-small.jpg\" alt=\"\" class=\"wp-image-71\" style=\"width:88px;height:auto\" srcset=\"https:\/\/sites.unimi.it\/mathgen\/wp-content\/uploads\/2026\/02\/cropped-logo-desire-2_rescaled-small.jpg 283w, https:\/\/sites.unimi.it\/mathgen\/wp-content\/uploads\/2026\/02\/cropped-logo-desire-2_rescaled-small-268x300.jpg 268w\" sizes=\"auto, (max-width: 283px) 100vw, 283px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"http:\/\/sites.unimi.it\/mathgen\/wp-content\/uploads\/2026\/01\/img001-1024x683.png\" alt=\"\" class=\"wp-image-11\" srcset=\"https:\/\/sites.unimi.it\/mathgen\/wp-content\/uploads\/2026\/01\/img001-1024x683.png 1024w, https:\/\/sites.unimi.it\/mathgen\/wp-content\/uploads\/2026\/01\/img001-300x200.png 300w, https:\/\/sites.unimi.it\/mathgen\/wp-content\/uploads\/2026\/01\/img001-768x512.png 768w, https:\/\/sites.unimi.it\/mathgen\/wp-content\/uploads\/2026\/01\/img001.png 1536w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Scientific Committee <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Paola Causin, <a href=\"https:\/\/matematica.unimi.it\/it\" data-type=\"link\" data-id=\"https:\/\/matematica.unimi.it\/it\">Department of Mathematics<\/a>, University of Milan<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Giovanni Naldi, <a href=\"https:\/\/esp.unimi.it\/it\" data-type=\"link\" data-id=\"https:\/\/esp.unimi.it\/it\">Environmental and Science Department<\/a>, University of Milan<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Alessandro Benfenati, <a href=\"https:\/\/esp.unimi.it\/it\" data-type=\"link\" data-id=\"https:\/\/esp.unimi.it\/it\">Environmental and Science Department<\/a>, University of Milan<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Alessio Marta, , <a href=\"https:\/\/matematica.unimi.it\/it\" data-type=\"link\" data-id=\"https:\/\/matematica.unimi.it\/it\">Department of Mathematics<\/a>, University of Milan<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Elena Morotti, <a href=\"https:\/\/dsps.unibo.it\/en\" data-type=\"link\" data-id=\"https:\/\/dsps.unibo.it\/en\">Department of Political and Social Science<\/a>, University of Bologna<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Andrea Sebastiani, <a href=\"https:\/\/dibris.unige.it\/en\/ricerca\" data-type=\"link\" data-id=\"https:\/\/dibris.unige.it\/en\/ricerca\">Department of Informatics, Bioengineering, Robotics and Systems Engineering<\/a>, University of Genova<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Giovanni Alberti, <a href=\"https:\/\/dima.unige.it\" data-type=\"link\" data-id=\"https:\/\/dima.unige.it\">Department of Mathematics, University of Genova<\/a><\/p>\n\n\n\n<div class=\"wp-block-group is-layout-grid wp-container-core-group-is-layout-9d260ee2 wp-block-group-is-layout-grid\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Mathematics of Generative AI: Theory, Algorithms &amp; Applications Generative Artificial Intelligence&nbsp;(GenAI) is profoundly transforming the scientific and technological landscape, raising fundamental questions about the mathematical [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"open","template":"","meta":{"footnotes":""},"class_list":["post-2","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/sites.unimi.it\/mathgen\/wp-json\/wp\/v2\/pages\/2","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sites.unimi.it\/mathgen\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/sites.unimi.it\/mathgen\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/sites.unimi.it\/mathgen\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/sites.unimi.it\/mathgen\/wp-json\/wp\/v2\/comments?post=2"}],"version-history":[{"count":17,"href":"https:\/\/sites.unimi.it\/mathgen\/wp-json\/wp\/v2\/pages\/2\/revisions"}],"predecessor-version":[{"id":179,"href":"https:\/\/sites.unimi.it\/mathgen\/wp-json\/wp\/v2\/pages\/2\/revisions\/179"}],"wp:attachment":[{"href":"https:\/\/sites.unimi.it\/mathgen\/wp-json\/wp\/v2\/media?parent=2"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}