{"id":7598,"date":"2025-10-13T09:45:00","date_gmt":"2025-10-13T00:45:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7598"},"modified":"2025-10-12T21:48:27","modified_gmt":"2025-10-12T12:48:27","slug":"comas-co-evolving-multi-agent-systems-via-interaction-rewards","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7598","title":{"rendered":"CoMAS: Co-Evolving Multi-Agent Systems via Interaction Rewards"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>CoMAS: Co-Evolving Multi-Agent Systems via Interaction Rewards\u00a0<\/strong>[80.8]<br>\u81ea\u5df1\u9032\u5316(Self-evolution)\u306f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u30d9\u30fc\u30b9\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u5f8c\u306e\u80fd\u529b\u3092\u7d99\u7d9a\u7684\u306b\u6539\u5584\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u4e0a\u3067\u3001\u4e2d\u5fc3\u7684\u306a\u7814\u7a76\u30c8\u30d4\u30c3\u30af\u3067\u3042\u308b\u3002 \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u9593\u76f8\u4e92\u4f5c\u7528\u304b\u3089\u5b66\u7fd2\u3059\u308b\u3053\u3068\u3067\u81ea\u5f8b\u7684\u306b\u6539\u5584\u3067\u304d\u308b\u65b0\u3057\u3044\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308bCo-Evolving Multi-Agent Systems (CoMAS)\u3092\u7d39\u4ecb\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2510.08529v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2510.08529v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 09 Oct 2025 17:50:26 GMT)<\/li>\n\n\n\n<li>\u5916\u90e8\u306e\u5831\u916c\u306b\u983c\u3089\u306a\u3044\u81ea\u5df1\u9032\u5316\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3001\u300cAs a new paradigm for self-evolution, CoMAS offers several distinct advantages: (1) It generates reward signals intrinsically from agent interactions, eliminating the need for verifiers or reward models. (2) The learning paradigm is generally effective for various tasks, including open-ended problems where solutions cannot be easily verified. (3) Agents are trained in a decentralized manner, allowing for co-evolution of heterogeneous systems without the bottleneck of a shared model. (4) It fosters skills that transfer to out-of-domain tasks and diverse multi-agent collaboration settings.\u300d\u3068\u306e\u3053\u3068\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/xxyQwQ\/CoMAS\">GitHub &#8211; xxyQwQ\/CoMAS: Implementation for the paper &#8220;CoMAS: Co-Evolving Multi-Agent Systems via Interaction Rewards&#8221;.<\/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":[356],"class_list":["post-7598","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-self-x"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7598","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=7598"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7598\/revisions"}],"predecessor-version":[{"id":7599,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7598\/revisions\/7599"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7598"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7598"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7598"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}