{"id":7763,"date":"2025-11-21T05:11:00","date_gmt":"2025-11-20T20:11:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7763"},"modified":"2025-11-15T09:15:17","modified_gmt":"2025-11-15T00:15:17","slug":"adapting-web-agents-with-synthetic-supervision","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7763","title":{"rendered":"Adapting Web Agents with Synthetic Supervision\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Adapting Web Agents with Synthetic Supervision\u00a0<\/strong>[80.9]<br>Web\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u74b0\u5883\u56fa\u6709\u306e\u30bf\u30b9\u30af\u3084\u30c7\u30e2\u304c\u4e0d\u8db3\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u65b0\u3057\u3044Web\u30b5\u30a4\u30c8\u3078\u306e\u9069\u5fdc\u306b\u82e6\u616e\u3057\u3066\u3044\u308b\u3002 \u6700\u8fd1\u306e\u7814\u7a76\u306f\u3001\u3053\u306e\u8ab2\u984c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u306b\u5408\u6210\u30c7\u30fc\u30bf\u751f\u6210\u3092\u63a2\u6c42\u3057\u3066\u3044\u308b\u3002 \u5b8c\u5168\u5408\u6210\u76e3\u8996\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308bSynthAgent\u3092\u63d0\u6848\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2511.06101v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2511.06101v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sat, 08 Nov 2025 18:45:33 GMT)<\/li>\n\n\n\n<li>WEB\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u65b0\u305f\u306a\u30b5\u30a4\u30c8\u3078\u5bfe\u5fdc\u3055\u305b\u308b\u305f\u3081\u306e\u5408\u6210\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3059\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3002\u300c(1) Task Synthesis with Categorized Exploration, which synthesizes diverse, environment specific tasks through categorized exploration. (2) Task Refinement during Trajectory Collection, which collects trajectories while refining task descriptions based on new observations to mitigate potential hallucinations. (3) Trajectory Refinement, which further improves collected trajectories using global context to edit noisy actions. (4) Agent Fine-tuning, which adapts the web agent to new environments under fully synthetic supervision.\u300d\u3068\u3044\u30464\u30b9\u30c6\u30c3\u30d7\u69cb\u6210\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/aiming-lab\/SynthAgent\">GitHub &#8211; aiming-lab\/SynthAgent<\/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":[181,390],"class_list":["post-7763","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-gui-agent","tag-synthetic-data"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7763","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=7763"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7763\/revisions"}],"predecessor-version":[{"id":7764,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7763\/revisions\/7764"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7763"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7763"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7763"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}