{"id":8018,"date":"2026-01-09T03:41:00","date_gmt":"2026-01-08T18:41:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8018"},"modified":"2026-01-04T11:27:50","modified_gmt":"2026-01-04T02:27:50","slug":"end-to-end-test-time-training-for-long-context","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8018","title":{"rendered":"End-to-End Test-Time Training for Long Context\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>End-to-End Test-Time Training for Long Context\u00a0<\/strong>[98.4]<br>\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u8a2d\u8a08\u3088\u308a\u3082\u7d99\u7d9a\u5b66\u7fd2\u306b\u304a\u3051\u308b\u554f\u984c\u3068\u3057\u3066,\u9577\u6587\u8a00\u8a9e\u30e2\u30c7\u30ea\u30f3\u30b0\u3092\u5b9a\u5f0f\u5316\u3059\u308b\u3002 \u6211\u3005\u306e\u30e2\u30c7\u30eb\u306f\u3001\u4e0e\u3048\u3089\u308c\u305f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u6b21\u304b\u3089\u6b21\u307e\u3067\u306e\u4e88\u6e2c\u3092\u901a\u3058\u3066\u30c6\u30b9\u30c8\u6642\u306b\u5b66\u7fd2\u3092\u7d9a\u3051\u3001\u8aad\u307f\u8fbc\u3093\u3060\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u91cd\u307f\u306b\u5727\u7e2e\u3057\u307e\u3059\u3002 \u5168\u4f53\u3068\u3057\u3066\u3001\u30c6\u30b9\u30c8\u30bf\u30a4\u30e0\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0(TTT)\u306e\u4e00\u5f62\u614b\u3067\u3042\u308bE2E(End-to-End)\u306f\u3001\u30c6\u30b9\u30c8\u6642(\u6b21\u4e16\u4ee3\u306e\u4e88\u6e2c)\u3068\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6642(\u30e1\u30bf\u30e9\u30fc\u30cb\u30f3\u30b0)\u306e\u4e21\u65b9\u3067\u3042\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2512.23675v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2512.23675v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 29 Dec 2025 18:30:14 GMT)<\/li>\n\n\n\n<li>\u300cour model continues learning at test time via next-token prediction on the given context, compressing the context it reads into its weights. In addition, we improve the model\u2019s initialization for learning at test time via meta-learning at training time.  Overall, our method, a form of Test-Time Training (TTT), is End-to-End (E2E) both at test time (via next-token prediction) and training time (via meta-learning), in contrast to previous forms.\u300d\u3068\u3044\u3046Test-Time Training\u306b\u95a2\u3059\u308b\u5831\u544a<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/test-time-training\/e2e\">GitHub &#8211; test-time-training\/e2e: Official JAX implementation of End-to-End Test-Time Training for Long Context<\/a><\/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":[667],"class_list":["post-8018","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-667"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8018","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=8018"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8018\/revisions"}],"predecessor-version":[{"id":8019,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8018\/revisions\/8019"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8018"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8018"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8018"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}