{"id":5225,"date":"2024-07-30T05:43:00","date_gmt":"2024-07-29T20:43:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5225"},"modified":"2024-07-30T05:43:00","modified_gmt":"2024-07-29T20:43:00","slug":"kan-or-mlp-a-fairer-comparison","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5225","title":{"rendered":"KAN or MLP: A Fairer Comparison"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>KAN or MLP: A Fairer Comparison\u00a0<\/strong>[63.8]<br>\u672c\u7a3f\u3067\u306f,\u69d8\u3005\u306a\u30bf\u30b9\u30af\u306b\u304a\u3051\u308bkan\u3068\u30e2\u30c7\u30eb\u306e\u6bd4\u8f03\u3092,\u3088\u308a\u516c\u5e73\u304b\u3064\u5305\u62ec\u7684\u306b\u884c\u3046\u3002 \u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u3068FLOP\u3092\u5236\u5fa1\u3057\u3066,kan\u306e\u6027\u80fd\u3068\u8868\u73fe\u6027\u3092\u6bd4\u8f03\u3059\u308b\u3002 \u6211\u3005\u306f,KANSA\u306e\u8ab2\u984c\u304c,\u6a19\u6e96\u30af\u30e9\u30b9\u5897\u5206\u5b66\u7fd2\u74b0\u5883\u306b\u304a\u3044\u3066\u5fd8\u308c\u308b\u3053\u3068\u3088\u308a\u3082\u6df1\u523b\u3067\u3042\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3055\u308c\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2407.16674v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2407.16674v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 23 Jul 2024 17:43:35 GMT)<\/li>\n\n\n\n<li><a href=\"https:\/\/devneko.jp\/wordpress\/?p=4820\">\u4ee5\u524d\u8a71\u984c\u306b\u3042\u3063\u305fKAN: Kolmogorov-Arnold Networks \u2013 arXiv\u6700\u65b0\u8ad6\u6587\u306e\u7d39\u4ecb (devneko.jp)<\/a>\u3068MLP\u306e\u6bd4\u8f03\u3001\u300cWe found that KAN can be seen as a special type of MLP, with its uniqueness stemming from the use of learnable B-spline functions as activation functions.\u300d\u3001\u300cOur main observation is that, except for symbolic formula representation tasks, MLP generally outperforms KAN.\u300d\u3068\u8a55\u4fa1\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[208,253],"class_list":["post-5225","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-kan","tag-mlp"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5225","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=5225"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5225\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5225"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5225"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5225"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}