{"id":1119,"date":"2021-11-30T05:00:00","date_gmt":"2021-11-29T20:00:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=1119"},"modified":"2021-11-30T05:00:00","modified_gmt":"2021-11-29T20:00:00","slug":"%e5%8a%b9%e6%9e%9c%e7%9a%84%e3%81%aafine-tuning%e3%83%87%e3%83%bc%e3%82%bf%e3%81%ae%e9%81%b8%e6%8a%9e%e6%88%a6%e7%95%a5","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=1119","title":{"rendered":"\u52b9\u679c\u7684\u306afine-tuning\u30c7\u30fc\u30bf\u306e\u9078\u629e\u6226\u7565"},"content":{"rendered":"\n<ul class=\"wp-block-list\"><li><strong>Improved Fine-tuning by Leveraging Pre-training Data: Theory and Practice\u00a0<\/strong>[52.1]<br>\u5bfe\u8c61\u30c7\u30fc\u30bf\u306b\u4e8b\u524d\u5b66\u7fd2\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u5fae\u8abf\u6574\u3059\u308b\u3053\u3068\u306f\u3001\u591a\u304f\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u308b\u3002 \u8fd1\u5e74\u306e\u7814\u7a76\u3067\u306f\u3001\u30b9\u30af\u30e9\u30c3\u30c1\u304b\u3089\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304c\u3001\u3053\u306e\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6226\u7565\u306b\u6bd4\u8f03\u3057\u3066\u3001\u6700\u7d42\u7684\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u793a\u3059\u3053\u3068\u304c\u5b9f\u8a3c\u3055\u308c\u3066\u3044\u308b\u3002 \u672c\u7a3f\u3067\u306f,\u5bfe\u8c61\u30bf\u30b9\u30af\u306e\u4e00\u822c\u5316\u3092\u6539\u5584\u3059\u308b\u305f\u3081\u306b,\u4e8b\u524d\u5b66\u7fd2\u30c7\u30fc\u30bf\u304b\u3089\u30b5\u30d6\u30bb\u30c3\u30c8\u3092\u9078\u629e\u3059\u308b\u65b0\u3057\u3044\u9078\u629e\u6226\u7565\u3092\u63d0\u6848\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2111.12292v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2111.12292v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper\/translated\/2111.12292.pdf.html\">\u53c2\u8003\u8a33\uff08\u5168\u6587\uff09<\/a>\u00a0\u00a0(Wed, 24 Nov 2021 06:18:32 GMT)<ul><li>\u8fd1\u3057\u3044\u30c7\u30fc\u30bf\uff08\u9ce5\u753b\u50cf\u5206\u985e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3042\u308bCUB\u306bImageNet\u306e\u9ce5\u985e\u3092\u52a0\u3048\u308b\u306a\u3069\uff09\u3092fine tuning\u3067\u4f7f\u7528\u3059\u308b\u3068\u6700\u7d42\u6027\u80fd\u3092\u4e0a\u3052\u3089\u308c\u308b\u3053\u3068\u304c\u3042\u308b\u3002\u30e9\u30d9\u30eb\u304c\u3042\u308c\u3070\u305d\u308c\u3092\u5229\u7528\u3059\u308c\u3070\u3088\u3044\u304c\u3001\u30e9\u30d9\u30eb\u304c\u306a\u3044\u5834\u5408\u306f\u5bfe\u8c61\u30c7\u30fc\u30bf\u306b\u8fd1\u3044\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\uff08\u30b5\u30d6\u30bb\u30c3\u30c8\uff09\u3092\u9078\u629e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002\u3053\u306e\u8ad6\u6587\u3067\u306f\u3053\u306e\u554f\u984c\u3092unbalanced optimal transport (UOT)\u00a0\u554f\u984c\u3068\u3057\u3066\u89e3\u304f\u624b\u6cd5\u3092\u63d0\u6848\u3001\u52b9\u679c\u3092\u691c\u8a3c\u3057\u3066\u3044\u308b\u3002<ul><li>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306a\u5206\u91ce\u3067\u3082\u6700\u9069\u8f38\u9001\u3092\u4f7f\u3063\u305f\u6a5f\u68b0\u5b66\u7fd2\u7cfb\u306e\u8ad6\u6587\u3092\u3061\u3087\u304f\u3061\u3087\u304f\u898b\u308b\u6c17\u304c\u3059\u308b\u3002\u3068\u3066\u3082\u8208\u5473\u6df1\u3044\u3002<\/li><\/ul><\/li><\/ul><\/li><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Improved Fine-tuning by Leveraging Pre-training Data: Theory and Practice\u00a0[52.1]\u5bfe\u8c61\u30c7\u30fc\u30bf\u306b\u4e8b\u524d\u5b66\u7fd2\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u5fae\u8abf\u6574\u3059\u308b\u3053\u3068\u306f\u3001\u591a\u304f\u306e\u30c7 &hellip; <a href=\"https:\/\/devneko.jp\/wordpress\/?p=1119\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;\u52b9\u679c\u7684\u306afine-tuning\u30c7\u30fc\u30bf\u306e\u9078\u629e\u6226\u7565&#8221; \u306e<\/span>\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[150,597],"class_list":["post-1119","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-fine-tuning","tag-597"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/1119","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=1119"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/1119\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1119"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1119"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1119"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}