{"id":189312,"date":"2024-05-13T23:24:23","date_gmt":"2024-05-14T04:24:23","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2024\/05\/kan-kolmogorov-arnold-networks-ziming-liu"},"modified":"2024-05-13T23:24:23","modified_gmt":"2024-05-14T04:24:23","slug":"kan-kolmogorov-arnold-networks-ziming-liu","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2024\/05\/kan-kolmogorov-arnold-networks-ziming-liu","title":{"rendered":"KAN: Kolmogorov-Arnold Networks | Ziming Liu"},"content":{"rendered":"<p><\/p>\n<p><iframe style=\"display: block; margin: 0 auto; width: 100%; aspect-ratio: 4\/3; object-fit: contain;\" src=\"https:\/\/www.youtube.com\/embed\/AUDHb-tnlB0?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; encrypted-media; gyroscope;\n   picture-in-picture\" allowfullscreen><\/iframe><\/p>\n<p>Chapters 00:00 \u2014 Intro + Background 05:06 \u2014 From KART to KAN 07:56 \u2014 MLP vs KAN 16:05 \u2014 Accuracy: Scaling of KANs 26:35 \u2014 Interpretability: KAN for Science 38:04 \u2014 Q+A Break 57:15 \u2014 Strengths and Weaknesses 59:28 \u2014 Philosophy 1:08:45 \u2014 Anecdotes Behind the Scenes\u2026<\/p>\n<hr>\n<p>Portal is the home of the AI for drug discovery community. Join for more details on this talk and to connect with the speakers: <a href=\"https:\/\/portal.valencelabs.com\/logg\">https:\/\/portal.valencelabs.com\/logg<\/a>.<\/p>\n<p>Abstract: Inspired by the Kolmogorov-Arnold representation theorem, we propose Kolmogorov-Arnold Networks (KANs) as promising alternatives to Multi-Layer Perceptrons (MLPs). While MLPs have fixed activation functions on nodes (\\.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Chapters 00:00 \u2014 Intro + Background 05:06 \u2014 From KART to KAN 07:56 \u2014 MLP vs KAN 16:05 \u2014 Accuracy: Scaling of KANs 26:35 \u2014 Interpretability: KAN for Science 38:04 \u2014 Q+A Break 57:15 \u2014 Strengths and Weaknesses 59:28 \u2014 Philosophy 1:08:45 \u2014 Anecdotes Behind the Scenes\u2026 Portal is the home of the AI for [\u2026]<\/p>\n","protected":false},"author":709,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11,6],"tags":[],"class_list":["post-189312","post","type-post","status-publish","format-standard","hentry","category-biotech-medical","category-robotics-ai"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/189312","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/users\/709"}],"replies":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/comments?post=189312"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/189312\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=189312"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=189312"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=189312"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}