{"id":8119,"date":"2026-01-22T06:05:00","date_gmt":"2026-01-21T21:05:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8119"},"modified":"2026-01-18T15:09:20","modified_gmt":"2026-01-18T06:09:20","slug":"evofsm-controllable-self-evolution-for-deep-research-with-finite-state-machines","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8119","title":{"rendered":"EvoFSM: Controllable Self-Evolution for Deep Research with Finite State Machines\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>EvoFSM: Controllable Self-Evolution for Deep Research with Finite State Machines\u00a0<\/strong>[23.1]<br>EvoFSM\u306f\u3001\u660e\u793a\u7684\u306a\u6709\u9650\u72b6\u614b\u30de\u30b7\u30f3\u3092\u9032\u5316\u3055\u305b\u3001\u9069\u5fdc\u6027\u3068\u5236\u5fa1\u306e\u4e21\u65b9\u3092\u9054\u6210\u3059\u308b\u69cb\u9020\u5316\u81ea\u5df1\u9032\u5316\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308b\u3002 EvoFSM\u306f\u3001\u5c0f\u3055\u306a\u5236\u7d04\u3055\u308c\u305f\u64cd\u4f5c\u306b\u3088\u3063\u3066FSM\u3092\u6d17\u7df4\u3057\u3001\u307e\u305f\u3001\u518d\u5229\u7528\u53ef\u80fd\u306a\u4e8b\u524d\u304a\u3088\u3073\u969c\u5bb3\u30d1\u30bf\u30fc\u30f3\u3068\u3057\u3066\u6210\u529f\u3057\u305f\u30c8\u30e9\u30b8\u30a7\u30af\u30c8\u30ea\u3092\u84b8\u7559\u3059\u308b\u81ea\u5df1\u9032\u5316\u30e1\u30e2\u30ea\u3082\u7d44\u307f\u8fbc\u3080\u3002 \u7279\u306b\u3001EvoFSM\u306fDeepSearch\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306758.0%\u306e\u7cbe\u5ea6\u306b\u9054\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2601.09465v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2601.09465v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 14 Jan 2026 13:19:13 GMT)<\/li>\n\n\n\n<li>\u300cEvoFSM first models the complex retrieval-reasoning process as an explicit Finite State Machine (FSM) (Wu et al , 2024).  By decomposing uncertain, long-horizon tasks into a state graph with clear transition logic, we establish deterministic behavioral boundaries that guarantee foundational stability. Second, to mitigate the uncontrollability of evolution, EvoFSM employs a \u201cStructured Self-Evolution\u201d mechanism. Rather than allowing free-form rewriting, we restrict the system to modifying the FSM topology only via a set of atomic operations guided by a critic mechanism. This targeted adjustment ensures the system flexibly adapts to new tasks without compromising functional integrity.\u300d\u3068\u3044\u3046\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u63d0\u6848\u3002\u30b3\u30fc\u30c9\u751f\u6210\u3092\u4ecb\u3059\u308b\u3088\u308a\u3082\u52b9\u7387\u7684\u306a\u306e\u3060\u308d\u3046\u304b\u30fb\u30fb\u30fb\uff1f<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/QuantaAlpha\/EvoFSM\">https:\/\/github.com\/QuantaAlpha\/EvoFSM<\/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-8119","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\/8119","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=8119"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8119\/revisions"}],"predecessor-version":[{"id":8120,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8119\/revisions\/8120"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8119"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8119"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8119"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}