{"id":1525,"date":"2024-02-05T14:47:48","date_gmt":"2024-02-05T13:47:48","guid":{"rendered":"https:\/\/fondazione-fair.it\/tp6-frontiers-of-machine-learning-lifelong-learning\/"},"modified":"2024-09-23T15:58:23","modified_gmt":"2024-09-23T13:58:23","slug":"tp6-frontiers-of-machine-learning-lifelong-learning","status":"publish","type":"page","link":"https:\/\/fondazione-fair.it\/en\/transversal-projects\/tp6-frontiers-of-machine-learning-lifelong-learning\/","title":{"rendered":"TP6: Frontiers of Machine Learning \u2013 Lifelong 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>Davide Bacciu (Universit\u00e0 di Pisa)<\/li>\n<li>Concetto Spampinato (Universit\u00e0 di Catania)<\/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 1: <a href=\"https:\/\/fondazione-fair.it\/en\/spoke\/spoke-1-human-centered-ai\/\">Human-centered 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>In recent years, artificial intelligence (AI) and machine learning have become pivotal in fields like visual understanding, natural language processing, strategic planning, decision-making, and autonomous robotics. Despite the progress, current approaches still face challenges such as the need for large annotated datasets, limited autonomous learning capabilities, and difficulties in adapting to new environments. These limitations contrast with human and animal learning skills, prompting a need to reformulate AI training paradigms. In this context, the concept of lifelong learning stands out as a pivotal catalyst for pushing the boundaries of intelligence. Despite its potential, current research in this domain is in its early stages, often concentrating on specific issues like class-incremental learning. To confront the pressing challenges of today&#8217;s AI landscape, TP6 takes a proactive stance. It aims to navigate contemporary hurdles by advancing continual, incremental, weakly-supervised learning, and meta-learning for AI agents and robots. The primary goal is to enable a seamless post-deployment evolution, effectively addressing challenges such as catastrophic forgetting, ensuring adaptability, and improving generalization across diverse tasks and domains.      <\/p>\n<p>This initiative aligns seamlessly with recent breakthroughs in AI, as it delves into innovative perspectives to foster ongoing learning in the ever-evolving realm of artificial intelligence.<\/p>\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: Davide Bacciu (Universit\u00e0 di Pisa) Concetto Spampinato (Universit\u00e0 di Catania) Spoke 1: Human-centered AISpoke 10: Bio-socio-cognitive AI In recent years, artificial intelligence (AI) and machine learning have become pivotal in fields like visual understanding, natural language processing, strategic planning, decision-making, and autonomous robotics. Despite the progress, current approaches still face challenges such as the...","protected":false},"author":1,"featured_media":0,"parent":1541,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-1525","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/fondazione-fair.it\/en\/wp-json\/wp\/v2\/pages\/1525","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=1525"}],"version-history":[{"count":7,"href":"https:\/\/fondazione-fair.it\/en\/wp-json\/wp\/v2\/pages\/1525\/revisions"}],"predecessor-version":[{"id":2540,"href":"https:\/\/fondazione-fair.it\/en\/wp-json\/wp\/v2\/pages\/1525\/revisions\/2540"}],"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=1525"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}