{"id":6453,"date":"2025-03-19T06:38:00","date_gmt":"2025-03-18T21:38:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6453"},"modified":"2025-03-19T06:38:00","modified_gmt":"2025-03-18T21:38:00","slug":"transformers-without-normalization","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6453","title":{"rendered":"Transformers without Normalization\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Transformers without Normalization\u00a0<\/strong>[58.8]<br>\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306e\u6b63\u898f\u5316\u30ec\u30a4\u30e4\u306e\u30c9\u30ed\u30c3\u30d7\u30a4\u30f3\u7f6e\u63db\u3068\u3057\u3066\u3001DyT($x$) = tanh(alpha $x$)$\u3068\u3044\u3046\u8981\u7d20\u6f14\u7b97\u5f0f\u3067\u3042\u308bDynamic Tanh(DyT)\u3092\u5c0e\u5165\u3059\u308b\u3002 \u6211\u3005\u306f\u3001\u8a8d\u8b58\u304b\u3089\u751f\u6210\u3001\u6559\u5e2b\u4ed8\u304d\u5b66\u7fd2\u3001\u6559\u5e2b\u4ed8\u304d\u5b66\u7fd2\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u304b\u3089\u8a00\u8a9e\u30e2\u30c7\u30eb\u307e\u3067\u3001\u69d8\u3005\u306a\u74b0\u5883\u306b\u304a\u3044\u3066\u3001DyT\u3092\u7528\u3044\u305f\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306e\u6709\u52b9\u6027\u3092\u691c\u8a3c\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2503.10622v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2503.10622v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 13 Mar 2025 17:59:06 GMT)<\/li>\n\n\n\n<li>\u300cWe introduce Dynamic Tanh (DyT), an element-wise operation DyT(x) = tanh(\u03b1x), as a drop-in replacement for normalization layers in Transformers.\u300d\u3068\u306e\u3053\u3068\u3002\u77e5\u898b\u3068\u3057\u3066\u8208\u5473\u6df1\u304f\u3001\u300cDyT improves training and inference speed, making it a candidate for efficiency-oriented network design.\u300d\u3068\u8a08\u7b97\u30b3\u30b9\u30c8\u7684\u306b\u3082\u6709\u5229\u3068\u306e\u3053\u3068\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":[415],"class_list":["post-6453","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-transformer"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6453","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=6453"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6453\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6453"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6453"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6453"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}