{"id":7391,"date":"2025-09-17T05:19:00","date_gmt":"2025-09-16T20:19:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7391"},"modified":"2025-09-06T21:43:53","modified_gmt":"2025-09-06T12:43:53","slug":"the-landscape-of-agentic-reinforcement-learning-for-llms-a-survey","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7391","title":{"rendered":"The Landscape of Agentic Reinforcement Learning for LLMs: A Survey\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>The Landscape of Agentic Reinforcement Learning for LLMs: A Survey\u00a0<\/strong>[104.3]<br>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5f37\u5316\u5b66\u7fd2(Agentic RL)\u306e\u51fa\u73fe\u306f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM RL)\u306b\u9069\u7528\u3055\u308c\u305f\u5f93\u6765\u306e\u5f37\u5316\u5b66\u7fd2\u304b\u3089\u30d1\u30e9\u30c0\u30a4\u30e0\u30b7\u30d5\u30c8\u3092\u793a\u3057\u3066\u3044\u308b\u3002 \u672c\u7814\u7a76\u3067\u306f, LLM-RL\u306e\u7e2e\u9000\u3057\u305f\u5358\u6bb5\u968e\u30de\u30eb\u30b3\u30d5\u6c7a\u5b9a\u904e\u7a0b(MDPs)\u3068, \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8RL\u3092\u5b9a\u7fa9\u3059\u308b\u90e8\u5206\u53ef\u89b3\u6e2c\u30de\u30eb\u30b3\u30d5\u6c7a\u5b9a\u904e\u7a0b(POMDPs)\u3068\u3092\u5bfe\u6bd4\u3059\u308b\u3053\u3068\u306b\u3088\u308a, \u3053\u306e\u6982\u5ff5\u30b7\u30d5\u30c8\u3092\u5b9a\u5f0f\u5316\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2509.02547v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2509.02547v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 02 Sep 2025 17:46:26 GMT)<\/li>\n\n\n\n<li>\u300cAgentic Reinforcement Learning (Agentic RL) refers to a paradigm in which LLMs, rather than being treated as static conditional generators optimized for single-turn output alignment or benchmark performance, are conceptualized as learnable policies embedded within sequential decision-making loops, where RL endows them with autonomous agentic capabilities, such as planning, reasoning, tool use, memory maintenance, and self-reflection, enabling the emergence of long-horizon cognitive and interactive behaviors in partially observable, dynamic environments.\u300d\u3068\u5b9a\u7fa9\u3055\u308c\u308bAgentic\u306a\u5f37\u5316\u5b66\u7fd2\u306e\u30b5\u30fc\u30d9\u30a4\u3002\u6700\u8fd1\u6d41\u884c\u308a\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3060\u304c\u69d8\u3005\u306a\u7a2e\u985e\u304c\u3042\u308b\u3002\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/xhyumiracle\/Awesome-AgenticLLM-RL-Papers\">GitHub &#8211; xhyumiracle\/Awesome-AgenticLLM-RL-Papers<\/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":[42,387],"class_list":["post-7391","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-autonomous-agent","tag-survey"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7391","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=7391"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7391\/revisions"}],"predecessor-version":[{"id":7392,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7391\/revisions\/7392"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7391"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7391"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7391"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}