{"id":8180,"date":"2026-02-10T05:52:00","date_gmt":"2026-02-09T20:52:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8180"},"modified":"2026-02-01T06:58:04","modified_gmt":"2026-01-31T21:58:04","slug":"malloc-benchmarking-the-memory-aware-long-sequence-compression-for-large-sequential-recommendation","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8180","title":{"rendered":"MALLOC: Benchmarking the Memory-aware Long Sequence Compression for Large Sequential Recommendation\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>MALLOC: Benchmarking the Memory-aware Long Sequence Compression for Large Sequential Recommendation\u00a0<\/strong>[84.5]<br>MALLOC\u306f\u3001\u30e1\u30e2\u30ea\u3092\u610f\u8b58\u3057\u305f\u30ed\u30f3\u30b0\u30b7\u30fc\u30b1\u30f3\u30b9\u5727\u7e2e\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u3042\u308b\u3002 \u6700\u5148\u7aef\u306e\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30bf\u306b\u7d71\u5408\u3055\u308c\u3001\u518d\u73fe\u6027\u3068\u8a55\u4fa1\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2601.20234v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2601.20234v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 28 Jan 2026 04:11:50 GMT)<\/li>\n\n\n\n<li>\u300cIn this work, we introduce MALLOC, the first comprehensive benchmark that systematically restructures the landscape of long- sequence compression through a novel taxonomy centered on memory allocation granularity. By categorizing existing compression techniques within a unified framework and evaluating them along the dimensions of predictive accuracy, computational cost, memory utilization, and scalability, we deliver a comprehensive view of the practical trade-offs underlying long-sequence recommendation.\u300d\u3068\u30e1\u30e2\u30ea\u6a5f\u80fd\u3092\u610f\u8b58\u3057\u305f\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3002\u672c\u8ad6\u6587\u304c\u5bfe\u8c61\u3068\u3057\u3066\u3044\u308b\u306e\u306f\u3001\u30e2\u30c7\u30eb\u305d\u306e\u3082\u306e\u306b\u3088\u308b\u9577\u6587\u5727\u7e2e\u3067\u306e\u6271\u3044\u3067\u3042\u308a\u3001AgenticRAG\u306e\u6d3e\u751f\u5f62\u3068\u3057\u3066\u306eAI Memory\u3068\u306f\u7570\u306a\u308b\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/anonymous.4open.science\/r\/MALLOC\/README.md\">Anonymized Repository &#8211; Anonymous 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":[244,517],"class_list":["post-8180","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-memory","tag-517"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8180","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=8180"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8180\/revisions"}],"predecessor-version":[{"id":8181,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8180\/revisions\/8181"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8180"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8180"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8180"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}