{"id":7923,"date":"2025-12-17T05:26:00","date_gmt":"2025-12-16T20:26:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7923"},"modified":"2025-12-13T21:38:52","modified_gmt":"2025-12-13T12:38:52","slug":"remember-me-refine-me-a-dynamic-procedural-memory-framework-for-experience-driven-agent-evolution","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7923","title":{"rendered":"Remember Me, Refine Me: A Dynamic Procedural Memory Framework for Experience-Driven Agent Evolution"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Remember Me, Refine Me: A Dynamic Procedural Memory Framework for Experience-Driven Agent Evolution\u00a0<\/strong>[52.8]<br>\u6211\u3005\u306f\u9759\u7684\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u52d5\u7684\u63a8\u8ad6\u306e\u30ae\u30e3\u30c3\u30d7\u3092\u57cb\u3081\u308b\u305f\u3081\u3001$textbfReMe$ ($textitRemember Me, Refine Me$)\u3092\u63d0\u6848\u3059\u308b\u3002 ReMe\u306f3\u3064\u306e\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u901a\u3058\u3066\u30e1\u30e2\u30ea\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u3092\u9769\u65b0\u3059\u308b: $textitmulti-faceted distillation$, \u304d\u3081\u7d30\u304b\u3044\u7d4c\u9a13\u3092\u62bd\u51fa\u3059\u308b\u3002 BFCL-V3\u3068AppWorld\u306e\u5b9f\u9a13\u3067\u306f\u3001ReMe\u304c\u65b0\u3057\u3044\u6700\u5148\u7aef\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30e1\u30e2\u30ea\u30b7\u30b9\u30c6\u30e0\u3092\u78ba\u7acb\u3057\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2512.10696v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2512.10696v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 11 Dec 2025 14:40:01 GMT)<\/li>\n\n\n\n<li>\u300cThe ReMe framework comprises three alternating phases. The system first constructs the initial experience pool from the agent\u2019s past trajectories. For new tasks, relevant experiences are recalled and reorganized to guide agent inference. After task execution, ReMe updates the pool, selectively adding new insights and removing outdated ones.\u300d\u3068\u3044\u3046Memory\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/agentscope-ai\/ReMe\">GitHub &#8211; agentscope-ai\/ReMe: ReMe: Memory Management Kit for Agents &#8211; Remember Me, Refine Me.<\/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":[42,244],"class_list":["post-7923","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-autonomous-agent","tag-memory"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7923","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=7923"}],"version-history":[{"count":2,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7923\/revisions"}],"predecessor-version":[{"id":7925,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7923\/revisions\/7925"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7923"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7923"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7923"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}