{"id":6511,"date":"2025-04-04T06:10:00","date_gmt":"2025-04-03T21:10:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6511"},"modified":"2025-04-04T06:10:00","modified_gmt":"2025-04-03T21:10:00","slug":"mars-memory-enhanced-agents-with-reflective-self-improvement","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6511","title":{"rendered":"MARS: Memory-Enhanced Agents with Reflective Self-improvement\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>MARS: Memory-Enhanced Agents with Reflective Self-improvement\u00a0<\/strong>[19.0]<br>\u672c\u7a3f\u3067\u306f,\u30ea\u30d5\u30ec\u30af\u30c6\u30a3\u30d6\u81ea\u5df1\u6539\u5584\u578b\u30e1\u30e2\u30ea\u5f37\u5316\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u63d0\u6848\u3059\u308b\u3002 \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001User\u3001Assistant\u3001Checker\u306e3\u3064\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2503.19271v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2503.19271v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 25 Mar 2025 02:05:46 GMT)<\/li>\n\n\n\n<li>\u300cwe propose the MARS framework, which enhances agents\u2019 self-adjustment and memory management in complex tasks through reflective mechanisms and memory optimization.\u300d<\/li>\n\n\n\n<li>\u300cThe MARS framework implements a dual-memory system, consisting of Short-Term Memory (STM) and Long-Term Memory (LTM)\u300d\u3068\u77ed\u671f\u30fb\u9577\u671f\u3092\u5206\u3051\u3066\u3044\u308b\u3053\u3068\u304c\u7279\u5fb4\u7684\u306a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c6\u30a3\u30c3\u30af\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u30e1\u30e2\u30ea\u5f37\u5316\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u63d0\u6848\u3002<\/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":[223,244],"class_list":["post-6511","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm","tag-memory"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6511","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=6511"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6511\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6511"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6511"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6511"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}