{"id":7674,"date":"2025-10-28T04:42:00","date_gmt":"2025-10-27T19:42:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7674"},"modified":"2025-10-25T22:47:40","modified_gmt":"2025-10-25T13:47:40","slug":"lightmem-lightweight-and-efficient-memory-augmented-generation","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7674","title":{"rendered":"LightMem: Lightweight and Efficient Memory-Augmented Generation"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>LightMem: Lightweight and Efficient Memory-Augmented Generation\u00a0<\/strong>[72.2]<br>\u6211\u3005\u306f\u3001\u30e1\u30e2\u30ea\u30b7\u30b9\u30c6\u30e0\u306e\u6027\u80fd\u3068\u52b9\u7387\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u3068\u308bLightMem\u3068\u3044\u3046\u65b0\u3057\u3044\u30e1\u30e2\u30ea\u30b7\u30b9\u30c6\u30e0\u3092\u7d39\u4ecb\u3057\u305f\u3002 \u4eba\u9593\u306e\u8a18\u61b6\u306e\u30a2\u30c8\u30ad\u30f3\u30bd\u30f3\u30fb\u30b7\u30d5\u30ea\u30f3\u30e2\u30c7\u30eb\u306b\u30a4\u30f3\u30b9\u30d1\u30a4\u30a2\u3055\u308c\u305fLightMem\u306f\u3001\u30e1\u30e2\u30ea\u30923\u3064\u306e\u76f8\u88dc\u7684\u306a\u30b9\u30c6\u30fc\u30b8\u306b\u307e\u3068\u3081\u308b\u3002 GPT\u3068Qwen\u306e\u30d0\u30c3\u30af\u30dc\u30fc\u30f3\u3092\u7528\u3044\u305fLongMemEval\u306e\u5b9f\u9a13\u3067\u306f\u3001LightMem\u306f\u9ad8\u3044\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3(\u6700\u592710.9%\u306e\u30b2\u30a4\u30f3)\u3092\u4e0a\u56de\u308a\u3001\u30c8\u30fc\u30af\u30f3\u306e\u4f7f\u7528\u91cf\u3092\u6700\u5927117\u500d\u306b\u524a\u6e1b\u3057\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2510.18866v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2510.18866v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Tue, 21 Oct 2025 17:58:17 GMT)<\/li>\n\n\n\n<li>\u8efd\u91cf\u304b\u3064\u52b9\u7387\u7684\u306a\u30e1\u30e2\u30ea\u30fc\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3002\u300cInspired by the Atkinson\u2013Shiffrin model of human memory, LightMem organizes memory into three complementary stages. First, cognition- inspired sensory memory rapidly filters irrelevant information through lightweight compression and groups information according to their topics. Next, topic-aware short-term memory consolidates these topic-based groups, organizing and summarizing content for more structured access. Finally, long-term memory with sleep- time update employs an offline procedure that decouples consolidation from online inference.\u300d\u30683\u30e2\u30b8\u30e5\u30fc\u30eb\u69cb\u6210<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/zjunlp\/LightMem\">GitHub &#8211; zjunlp\/LightMem: LightMem: Lightweight and Efficient Memory-Augmented Generation<\/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-7674","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\/7674","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=7674"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7674\/revisions"}],"predecessor-version":[{"id":7675,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7674\/revisions\/7675"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7674"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7674"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7674"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}