{"id":8302,"date":"2026-03-09T05:40:00","date_gmt":"2026-03-08T20:40:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8302"},"modified":"2026-03-07T15:44:33","modified_gmt":"2026-03-07T06:44:33","slug":"modular-memory-is-the-key-to-continual-learning-agents","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8302","title":{"rendered":"Modular Memory is the Key to Continual Learning Agents"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Modular Memory is the Key to Continual Learning Agents\u00a0<\/strong>[100.1]<br>In-Weight Learning(IWL)\u306e\u5f37\u307f\u3068\u3001\u30e2\u30b8\u30e5\u30e9\u30fc\u30e1\u30e2\u30ea\u306e\u8a2d\u8a08\u3092\u901a\u3058\u3066\u65b0\u305f\u306b\u767b\u5834\u3057\u305fIn-Context Learning(ICL)\u306e\u6a5f\u80fd\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u304c\u3001\u5927\u898f\u6a21\u306b\u7d99\u7d9a\u7684\u9069\u5fdc\u3059\u308b\u305f\u3081\u306e\u6b20\u7247\u3067\u3042\u308b\u3001\u3068\u6211\u3005\u306f\u4e3b\u5f35\u3059\u308b\u3002 \u6211\u3005\u306f\u3001ICL\u3092\u9ad8\u901f\u9069\u5fdc\u3068\u77e5\u8b58\u84c4\u7a4d\u306b\u6d3b\u7528\u3059\u308b\u30e2\u30b8\u30e5\u30fc\u30eb\u578b\u30e1\u30e2\u30ea\u4e2d\u5fc3\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u6982\u5ff5\u7684\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u3001\u30e2\u30c7\u30eb\u6a5f\u80fd\u306e\u5b89\u5b9a\u3057\u305f\u66f4\u65b0\u306e\u305f\u3081\u306eIWL\u306b\u3064\u3044\u3066\u6982\u8aac\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2603.01761v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2603.01761v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 02 Mar 2026 11:40:05 GMT)<\/li>\n\n\n\n<li>\u300cHere, we argue that the key to intelligent adaptation and knowledge accumulation lies in combining the strengths of the two learning mechanisms, ICL and IWL, under a modular memory architecture in which a pretrained core model is augmented with distinct memory modules: a working memory for active context and a long-term memory for rapid adaptation and knowledge accumulation.\u00a0\u300d\u3068In Context Learning\u7684\u306a\u30e1\u30e2\u30ea\uff08\u4f5c\u696d\u7528\u3068\u9577\u671f\u30e1\u30e2\u30ea\u3092\u542b\u3080\uff09\u3001\u3068In Weight Learning\uff08\u4f4e\u983b\u5ea6\u3001\u5de6\u8a18\u9577\u671f\u30e1\u30e2\u30ea\u306e\u3046\u3061\u5fc5\u8981\u5206\u3092\u53d6\u308a\u8fbc\u3080\uff09\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u91cd\u8981\u3068\u3044\u3046\u4e3b\u5f35\u3067\u7d0d\u5f97\u611f\u304c\u3042\u308b\u3002Memory\u306e\u73fe\u72b6\u3082\u6574\u7406\u3055\u308c\u3066\u3044\u308b\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":[244],"class_list":["post-8302","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\/8302","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=8302"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8302\/revisions"}],"predecessor-version":[{"id":8303,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8302\/revisions\/8303"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8302"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8302"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8302"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}