{"id":1519,"date":"2024-02-05T14:47:25","date_gmt":"2024-02-05T13:47:25","guid":{"rendered":"https:\/\/fondazione-fair.it\/tp5-frontiers-of-machine-learning-hard-sciences-for-machine-learning\/"},"modified":"2024-09-23T15:56:28","modified_gmt":"2024-09-23T13:56:28","slug":"tp5-frontiers-of-machine-learning-hard-sciences-for-machine-learning","status":"publish","type":"page","link":"https:\/\/fondazione-fair.it\/en\/transversal-projects\/tp5-frontiers-of-machine-learning-hard-sciences-for-machine-learning\/","title":{"rendered":"TP5: Frontiers of Machine Learning \u2013 Hard Sciences for Machine Learning"},"content":{"rendered":"<section class=\"l-section wpb_row us_custom_2df7d2d9 sezione-intro-singolo-tp height_medium\"><div class=\"l-section-h i-cf\"><div class=\"g-cols vc_row via_flex valign_top type_default stacking_default\"><div class=\"vc_col-sm-12 wpb_column vc_column_container\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"g-cols wpb_row via_flex valign_top type_default stacking_default\"><div class=\"vc_col-sm-6 wpb_column vc_column_container\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"wpb_text_column\"><div class=\"wpb_wrapper\"><p>PIs:<\/p>\n<ul>\n<li>Pierluigi Contucci (Universit\u00e0 di Bologna)<\/li>\n<li>Riccardo Zecchina (Universit\u00e0 Bocconi)<\/li>\n<\/ul>\n<\/div><\/div><\/div><\/div><\/div><div class=\"vc_col-sm-6 wpb_column vc_column_container\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"wpb_text_column\"><div class=\"wpb_wrapper\"><p>Spoke 4: <a href=\"https:\/\/fondazione-fair.it\/en\/spoke\/spoke-4-adaptive-ai\/\">Adaptive AI<\/a><br \/>Spoke 5: <a href=\"https:\/\/fondazione-fair.it\/en\/spoke\/spoke-5-high-quality-ai\/\">High quality AI<\/a><br \/>Spoke 7: <a href=\"https:\/\/fondazione-fair.it\/en\/spoke\/spoke-7-edge-exascale-ai\/\">Edge-exascale AI<\/a><br \/>Spoke 8: <a href=\"https:\/\/fondazione-fair.it\/en\/spoke\/spoke-8-pervasive-ai\/\">Pervasive AI<\/a><br \/>Spoke 10: <a href=\"https:\/\/fondazione-fair.it\/en\/spoke\/spoke-10-bio-socio-cognitive-ai\/\">Bio-socio-cognitive AI<\/a><\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/section><section class=\"l-section wpb_row height_auto\"><div class=\"l-section-h i-cf\"><div class=\"g-cols vc_row via_flex valign_top type_default stacking_default\"><div class=\"vc_col-sm-12 wpb_column vc_column_container\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"w-separator size_custom with_line width_default thick_1 style_solid color_border align_center\" style=\"height:2px\"><div class=\"w-separator-h\"><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/section><section class=\"l-section wpb_row us_custom_2df7d2d9 height_medium\"><div class=\"l-section-h i-cf\"><div class=\"g-cols vc_row via_flex valign_top type_default stacking_default\"><div class=\"vc_col-sm-12 wpb_column vc_column_container\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"g-cols wpb_row via_flex valign_top type_default stacking_default\"><div class=\"vc_col-sm-12 wpb_column vc_column_container\"><div class=\"vc_column-inner\"><div class=\"wpb_wrapper\"><div class=\"wpb_text_column\"><div class=\"wpb_wrapper\"><p>The foundational contribution of the Hard Sciences to an advanced modeling and understanding of various aspects of machine learning beyond the current empirical settings is an undisputedly crucial aspect in the future development of AI in the next decades. This is even more so while moving toward the quantum realm that requires a completely new theoretical <i>bootstrap<\/i>.<\/p>\n<p>The Transversal Project 5 will address the following foundational research question: How, why and to what extent do modern machine-learning models work? Transversal Project 5 will tackle such challenge with a strongly interdisciplinary approach and will develop rigorous methods at the intersection of mathematics, physics, statistics, and computer science, also making use of complex use cases from these domains.<\/p>\n<p>In particular, the TP will address:<\/p>\n<ul>\n<li aria-level=\"1\">Learning regimes with statistical-mechanics methods for the supervised and self-supervised case<\/li>\n<li aria-level=\"1\">training dynamics of quantum neural networks with optimal mass transport theory<\/li>\n<li aria-level=\"1\">development of foundational AI solutions through innovation in handling frontier\u2019s scientific challenges<\/li>\n<li aria-level=\"1\">design of explainability-oriented and trustworthy AI solutions in discriminative models<\/li>\n<li aria-level=\"1\">generative models and reinforcement learning models<\/li>\n<li aria-level=\"1\">rigorous trustworthy methods for automation of data handling in complex scientific\/industrial environments, from real time to offline data analysis.<\/li>\n<\/ul>\n<\/div><\/div><div class=\"w-separator size_small\"><\/div><div class=\"w-btn-wrapper align_center hide_on_default hide_on_laptops hide_on_tablets hide_on_mobiles\"><a class=\"w-btn us-btn-style_2\" href=\"#\"><span class=\"w-btn-label\">Download the presentation<\/span><\/a><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/section>\n","protected":false},"excerpt":{"rendered":"PIs: Pierluigi Contucci (Universit\u00e0 di Bologna) Riccardo Zecchina (Universit\u00e0 Bocconi) Spoke 4: Adaptive AISpoke 5: High quality AISpoke 7: Edge-exascale AISpoke 8: Pervasive AISpoke 10: Bio-socio-cognitive AI The foundational contribution of the Hard Sciences to an advanced modeling and understanding of various aspects of machine learning beyond the current empirical settings is an undisputedly crucial...","protected":false},"author":1,"featured_media":0,"parent":1541,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-1519","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/fondazione-fair.it\/en\/wp-json\/wp\/v2\/pages\/1519","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fondazione-fair.it\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/fondazione-fair.it\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/fondazione-fair.it\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fondazione-fair.it\/en\/wp-json\/wp\/v2\/comments?post=1519"}],"version-history":[{"count":7,"href":"https:\/\/fondazione-fair.it\/en\/wp-json\/wp\/v2\/pages\/1519\/revisions"}],"predecessor-version":[{"id":2538,"href":"https:\/\/fondazione-fair.it\/en\/wp-json\/wp\/v2\/pages\/1519\/revisions\/2538"}],"up":[{"embeddable":true,"href":"https:\/\/fondazione-fair.it\/en\/wp-json\/wp\/v2\/pages\/1541"}],"wp:attachment":[{"href":"https:\/\/fondazione-fair.it\/en\/wp-json\/wp\/v2\/media?parent=1519"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}