{"id":4869,"date":"2024-05-15T02:39:00","date_gmt":"2024-05-14T17:39:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=4869"},"modified":"2024-05-15T02:39:00","modified_gmt":"2024-05-14T17:39:00","slug":"xlstm-extended-long-short-term-memory","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=4869","title":{"rendered":"xLSTM: Extended Long Short-Term Memory"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>xLSTM: Extended Long Short-Term Memory\u00a0<\/strong>[26.6]<br>1990\u5e74\u4ee3\u3001Long Short-Term Memory (LSTM) \u306e\u4e2d\u5fc3\u6982\u5ff5\u3068\u3057\u3066\u3001\u5b9a\u6570\u30a8\u30e9\u30fc\u30ab\u30eb\u30fc\u30bb\u30eb\u3068\u30b2\u30fc\u30c6\u30a3\u30f3\u30b0\u304c\u5c0e\u5165\u3055\u308c\u305f\u3002 \u6b63\u898f\u5316\u3068\u5b89\u5b9a\u5316\u3092\u9069\u5207\u306b\u884c\u3046\u6307\u6570\u30b2\u30fc\u30c6\u30a3\u30f3\u30b0\u3092\u5c0e\u5165\u3059\u308b\u3002 i)\u30b9\u30ab\u30e9\u30fc\u30e1\u30e2\u30ea,\u30b9\u30ab\u30e9\u30fc\u66f4\u65b0,\u65b0\u3057\u3044\u30e1\u30e2\u30ea\u6df7\u5408,(ii)\u884c\u5217\u30e1\u30e2\u30ea\u3068\u5171\u5206\u6563\u66f4\u65b0\u30eb\u30fc\u30eb\u3068\u5b8c\u5168\u306b\u4e26\u5217\u5316\u53ef\u80fd\u306amLSTM\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2405.04517v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2405.04517v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 07 May 2024 17:50:21 GMT)<\/li>\n\n\n\n<li>LSTM\u306e\u62e1\u5f35\u3001\u300cxLSTM models perform favorably on language modeling when compared to state-of-the-art methods like Transformers and State Space Models.\u300d\u3068\u4e3b\u5f35\u3002RWKV\u3084Mamba\u3001Llama\u3068\u8a73\u7d30\u306a\u6bd4\u8f03\u3092\u884c\u3063\u3066\u3044\u308b\u304c\u3001\u3088\u308a\u5927\u898f\u6a21\u3060\u3068\u3069\u3046\u306a\u308b\u304b\u304c\u6c17\u306b\u306a\u308b\u3068\u3053\u308d\u3067\u306f\u3042\u308b\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":[376,415,634],"class_list":["post-4869","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-ssm","tag-transformer","tag-634"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4869","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=4869"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/4869\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4869"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4869"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4869"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}