{"id":7237,"date":"2025-08-05T04:31:00","date_gmt":"2025-08-04T19:31:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7237"},"modified":"2025-08-03T16:32:33","modified_gmt":"2025-08-03T07:32:33","slug":"provable-in-context-learning-of-nonlinear-regression-with-transformers","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7237","title":{"rendered":"Provable In-Context Learning of Nonlinear Regression with Transformers\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Provable In-Context Learning of Nonlinear Regression with Transformers\u00a0<\/strong>[58.0]<br>In-context Learning (ICL) \u306f\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u66f4\u65b0\u3059\u308b\u3053\u3068\u306a\u304f\u30bf\u30b9\u30af\u56fa\u6709\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4f7f\u7528\u3057\u3066\u898b\u3048\u306a\u3044\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u80fd\u529b\u3067\u3042\u308b\u3002 \u6700\u8fd1\u306e\u7814\u7a76\u306fICL\u306e\u80cc\u5f8c\u306b\u3042\u308b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c0\u30a4\u30ca\u30df\u30af\u30b9\u3092\u7a4d\u6975\u7684\u306b\u63a2\u6c42\u3057\u3066\u3044\u308b\u3002 \u672c\u7a3f\u3067\u306f\u3001\u5909\u63db\u5668\u304c\u6587\u8108\u5185\u5b66\u7fd2\u80fd\u529b\u3092\u3044\u304b\u306b\u7372\u5f97\u3059\u308b\u304b\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3001\u3088\u308a\u8907\u96d1\u306a\u975e\u7dda\u5f62\u56de\u5e30\u30bf\u30b9\u30af\u306b\u3064\u3044\u3066\u691c\u8a0e\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2507.20443v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2507.20443v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 28 Jul 2025 00:09:28 GMT)<\/li>\n\n\n\n<li>in context learning\u306e\u89e3\u6790<\/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":[200],"class_list":["post-7237","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-in-context-learning"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7237","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=7237"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7237\/revisions"}],"predecessor-version":[{"id":7238,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7237\/revisions\/7238"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7237"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7237"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7237"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}