{"id":7526,"date":"2025-10-08T04:42:00","date_gmt":"2025-10-07T19:42:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7526"},"modified":"2025-10-04T16:44:13","modified_gmt":"2025-10-04T07:44:13","slug":"muon-outperforms-adam-in-tail-end-associative-memory-learning","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7526","title":{"rendered":"Muon Outperforms Adam in Tail-End Associative Memory Learning"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Muon Outperforms Adam in Tail-End Associative Memory Learning\u00a0<\/strong>[119.0]<br>\u6a5f\u80fd\u57cb\u3081\u8fbc\u307f\u306b\u304b\u304b\u308f\u3089\u305a,Muon\u306f\u30af\u30e9\u30b9\u9593\u306e\u30d0\u30e9\u30f3\u30b9\u306e\u53d6\u308c\u305f\u5b66\u7fd2\u3092\u4e00\u8cab\u3057\u3066\u9054\u6210\u3057\u3066\u3044\u308b\u3002 \u6211\u3005\u306e\u7d4c\u9a13\u7684\u89b3\u5bdf\u3068\u7406\u8ad6\u7684\u5206\u6790\u306b\u3088\u308a\u3001\u30e0\u30aa\u30f3\u306e\u6838\u3068\u306a\u308b\u5229\u70b9\u304c\u660e\u3089\u304b\u3068\u306a\u308a\u3001\u305d\u306e\u66f4\u65b0\u898f\u5247\u306f\u7dda\u5f62\u9023\u60f3\u8a18\u61b6\u306e\u5916\u7a4d\u69cb\u9020\u3068\u4e00\u81f4\u3057\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2509.26030v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2509.26030v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 30 Sep 2025 10:04:08 GMT)<\/li>\n\n\n\n<li>\u63a1\u7528\u4f8b\u304c\u5897\u3048\u3066\u3044\u308b\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30b6\u3001Muon\u306e\u5206\u6790\u3002\u300cThe Muon update rule is aligned with the outer-product structure of linear assciative memories, enabling more balanced and effective learning of tail classes in heavy-tailed distributions as compared with Adam.\u300d<\/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":[701],"class_list":["post-7526","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-muon"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7526","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=7526"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7526\/revisions"}],"predecessor-version":[{"id":7527,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7526\/revisions\/7527"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7526"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7526"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7526"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}