{"id":7729,"date":"2025-11-12T06:20:00","date_gmt":"2025-11-11T21:20:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7729"},"modified":"2025-11-08T22:24:21","modified_gmt":"2025-11-08T13:24:21","slug":"scaling-agent-learning-via-experience-synthesis","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7729","title":{"rendered":"Scaling Agent Learning via Experience Synthesis"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Scaling Agent Learning via Experience Synthesis\u00a0<\/strong>[100.4]<br>\u5f37\u5316\u5b66\u7fd2(RL)\u306f\u3001\u5bfe\u8a71\u3092\u901a\u3058\u3066\u81ea\u5df1\u6539\u5584\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u5f37\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002 \u79c1\u305f\u3061\u306fDreamGym\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002DreamGym\u306f\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u5ff5\u982d\u306b\u304a\u3044\u3066\u591a\u69d8\u306a\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3092\u5408\u6210\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u6700\u521d\u306e\u7d71\u5408\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002 \u9ad8\u4fa1\u306a\u5b9f\u74b0\u5883\u306e\u30ed\u30fc\u30eb\u30a2\u30a6\u30c8\u306b\u983c\u308b\u306e\u3067\u306f\u306a\u304f\u3001DreamGym\u306f\u74b0\u5883\u306e\u30c0\u30a4\u30ca\u30df\u30af\u30b9\u3092\u63a8\u8ad6\u30d9\u30fc\u30b9\u306e\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u30e2\u30c7\u30eb\u306b\u84b8\u7559\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2511.03773v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2511.03773v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 05 Nov 2025 18:58:48 GMT)<\/li>\n\n\n\n<li>\u300cTo synthesize diverse agent experiences for RL training, DreamGym is built around three key components: (1) a scalable reasoning experience model that encodes the meta-dynamics of the target domain to efficiently generate informative trajectories; (2) an experience replay buffer that integrates offline environment knowledge with online synthetic transitions, co-evolving with the agent to stay aligned with its updated policy; (3) a curriculum task generator that produces progressively challenging variations of high-value tasks selected via a reward-entropy heuristic.\u300d\u3068\u5f37\u529b\u306a\u5408\u6210\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3002<\/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":[42,390],"class_list":["post-7729","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-autonomous-agent","tag-synthetic-data"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7729","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=7729"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7729\/revisions"}],"predecessor-version":[{"id":7730,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7729\/revisions\/7730"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7729"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7729"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7729"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}