{"id":7565,"date":"2025-10-15T04:59:00","date_gmt":"2025-10-14T19:59:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7565"},"modified":"2025-10-12T10:01:36","modified_gmt":"2025-10-12T01:01:36","slug":"artificial-hippocampus-networks-for-efficient-long-context-modeling","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7565","title":{"rendered":"Artificial Hippocampus Networks for Efficient Long-Context Modeling"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Artificial Hippocampus Networks for Efficient Long-Context Modeling\u00a0<\/strong>[17.2]<br>\u30ed\u30f3\u30b0\u30b7\u30fc\u30b1\u30f3\u30b9\u30fb\u30e2\u30c7\u30ea\u30f3\u30b0\u306f\u3001RNN\u306e\u3088\u3046\u306a\u30e2\u30c7\u30eb\u306b\u304a\u3051\u308b\u5727\u7e2e\u56fa\u5b9a\u30b5\u30a4\u30ba\u30e1\u30e2\u30ea\u306e\u52b9\u7387\u3068\u3001\u6ce8\u76ee\u30d9\u30fc\u30b9\u306e\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u306b\u304a\u3051\u308b\u30e1\u30e2\u30ea\u306e\u5897\u5927\u306e\u5fe0\u5b9f\u3055\u3068\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u306b\u76f4\u9762\u3057\u3066\u3044\u308b\u3002 \u8a8d\u77e5\u79d1\u5b66\u306b\u304a\u3051\u308b\u591a\u6bb5\u968e\u30e2\u30c7\u30eb\u306b\u7740\u60f3\u3092\u5f97\u3066,\u4eba\u5de5\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u30e1\u30e2\u30ea\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u5c0e\u5165\u3059\u308b\u3002 \u9577\u6587\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306eLV-Eval\u3068InfiniteBench\u306e\u5b9f\u9a13\u306f\u3001AHN\u62e1\u5f35\u30e2\u30c7\u30eb\u304c\u30b9\u30e9\u30a4\u30c7\u30a3\u30f3\u30b0\u30a6\u30a4\u30f3\u30c9\u30a6\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3092\u4e00\u8cab\u3057\u3066\u4e0a\u56de\u308b\u3053\u3068\u3092\u793a\u3057\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2510.07318v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2510.07318v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 08 Oct 2025 17:59:55 GMT)<\/li>\n\n\n\n<li>\u300cAHNs address the efficiency limitation of standard transformers by maintaining a sliding window of KV cache as lossless memory while transforming out-of-window information into a fixed-size compressed memory This approach enables AHN-augmented models to achieve constant memory and computational complexity per token over long sequences. Experiments\u300d\u3068\u9577\u6587\u306b\u5f37\u3044\u69cb\u9020\u306e\u63d0\u6848\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/ByteDance-Seed\/AHN\">GitHub &#8211; ByteDance-Seed\/AHN: AHN: Artificial Hippocampus Networks for Efficient Long-Context Modeling<\/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":[244,667],"class_list":["post-7565","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-memory","tag-667"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7565","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=7565"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7565\/revisions"}],"predecessor-version":[{"id":7566,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7565\/revisions\/7566"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7565"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7565"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7565"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}