{"id":7172,"date":"2025-07-28T03:55:00","date_gmt":"2025-07-27T18:55:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7172"},"modified":"2025-07-27T09:57:34","modified_gmt":"2025-07-27T00:57:34","slug":"enabling-self-improving-agents-to-learn-at-test-time-with-human-in-the-loop-guidance","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7172","title":{"rendered":"Enabling Self-Improving Agents to Learn at Test Time With Human-In-The-Loop Guidance\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Enabling Self-Improving Agents to Learn at Test Time With Human-In-The-Loop Guidance\u00a0<\/strong>[39.6]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u3057\u3070\u3057\u3070\u30eb\u30fc\u30eb\u3084\u5fc5\u8981\u306a\u30c9\u30e1\u30a4\u30f3\u77e5\u8b58\u304c\u983b\u7e41\u306b\u5909\u5316\u3059\u308b\u74b0\u5883\u3067\u82e6\u52b4\u3059\u308b\u3002 \u30c6\u30b9\u30c8\u6642\u306b\u66f4\u65b0\u3055\u308c\u305f\u30c9\u30e1\u30a4\u30f3\u77e5\u8b58\u3092\u7d99\u7d9a\u7684\u306b\u5b66\u7fd2\u3059\u308b\u305f\u3081\u306e\u9069\u5fdc\u53cd\u5c04\u578b\u5bfe\u8a71\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8(ARIA)\u3092\u63d0\u6848\u3059\u308b\u3002 ARIA\u306fTikTok Pay\u5185\u306b\u30c7\u30d7\u30ed\u30a4\u3055\u308c\u3001\u6708\u9593\u30a2\u30af\u30c6\u30a3\u30d6\u30e6\u30fc\u30b6\u6570\u306f1\u51045000\u4e07\u3092\u8d85\u3048\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2507.17131v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2507.17131v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 23 Jul 2025 02:12:32 GMT)<\/li>\n\n\n\n<li>\u300cARIA addresses conventional model limitations in dynamic environments by as- sessing uncertainty via self-dialogue, soliciting expert corrections, and updating a timestamped, conflict-resolving knowledge base.\u300d\u3068\u8a18\u61b6\u3092\u901a\u3058\u305f\u81ea\u5df1\u6539\u5584\u3092\u884c\u3063\u3066\u3044\u304f\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u63d0\u6848\u3002\u5b9f\u969b\u306b\u30c7\u30d7\u30ed\u30a4\u3055\u308c\u3066\u3044\u308b\u306e\u304c\u3059\u3054\u3044\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/yf-he\/aria\">yf-he\/aria<\/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":[244,356],"class_list":["post-7172","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-memory","tag-self-x"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7172","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=7172"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7172\/revisions"}],"predecessor-version":[{"id":7173,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7172\/revisions\/7173"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7172"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7172"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7172"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}