{"id":8350,"date":"2026-03-27T06:31:00","date_gmt":"2026-03-26T21:31:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8350"},"modified":"2026-03-21T14:33:34","modified_gmt":"2026-03-21T05:33:34","slug":"memma-coordinating-the-memory-cycle-through-multi-agent-reasoning-and-in-situ-self-evolution","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8350","title":{"rendered":"MemMA: Coordinating the Memory Cycle through Multi-Agent Reasoning and In-Situ Self-Evolution"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>MemMA: Coordinating the Memory Cycle through Multi-Agent Reasoning and In-Situ Self-Evolution\u00a0<\/strong>[52.3]<br>\u30e1\u30e2\u30ea\u62e1\u5f35LDM\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u9577\u671f\u306e\u76f8\u4e92\u4f5c\u7528\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u305f\u3081\u306b\u5916\u90e8\u30e1\u30e2\u30ea\u30d0\u30f3\u30af\u3092\u4fdd\u6301\u3059\u308b\u3002 MemMA\u306f\u30d7\u30e9\u30b0\u30a2\u30f3\u30c9\u30d7\u30ec\u30a4\u306e\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3001\u524d\u65b9\u3068\u5f8c\u65b9\u306e\u4e21\u65b9\u306e\u7d4c\u8def\u306b\u6cbf\u3063\u3066\u30e1\u30e2\u30ea\u30b5\u30a4\u30af\u30eb\u3092\u8abf\u6574\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2603.18718v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2603.18718v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 19 Mar 2026 10:15:59 GMT)<\/li>\n\n\n\n<li>\u300cWe introduce MEMMA, a plug-and-play multi- agent framework that coordinates the memory cycle along its forward and backward paths. On the forward path, a Meta-Thinker separates strategic reasoning from low-level execution, addressing strategic blindness in construction and retrieval.<br>On the backward path, in-situ self-evolution converts probe QA failures into direct memory repair before the memory is committed.\u00a0\u300d\u3068\u53cc\u65b9\u5411\u304b\u3089\u30e1\u30e2\u30ea\u3092\u6539\u5584\u3057\u3066\u3044\u304f\u30a2\u30d7\u30ed\u30fc\u30c1\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/ventr1c\/memma\">GitHub &#8211; ventr1c\/memma \u00b7 GitHub<\/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":[244],"class_list":["post-8350","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-memory"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8350","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=8350"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8350\/revisions"}],"predecessor-version":[{"id":8351,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8350\/revisions\/8351"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8350"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8350"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8350"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}