{"id":8008,"date":"2026-01-09T04:41:00","date_gmt":"2026-01-08T19:41:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8008"},"modified":"2026-01-04T07:44:51","modified_gmt":"2026-01-03T22:44:51","slug":"openonerec","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8008","title":{"rendered":"OpenOneRec"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>OpenOneRec Technical Report\u00a0<\/strong>[99.2]<br>OneRec\u30b7\u30ea\u30fc\u30ba\u306f\u3001\u65ad\u7247\u5316\u3055\u308c\u305f\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u306e\u751f\u6210\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u3046\u307e\u304f\u7d71\u5408\u3057\u305f\u3002 OneRec Foundation (1.7B \u3068 8B) \u306f\u3001\u65b0\u3057\u3044\u6700\u5148\u7aef(SOTA)\u3092\u78ba\u7acb\u3059\u308b\u30e2\u30c7\u30eb\u306e\u30d5\u30a1\u30df\u30ea\u3067\u3042\u308a\u3001RecIF-Bench\u306e\u3059\u3079\u3066\u306e\u30bf\u30b9\u30af\u306b\u307e\u305f\u304c\u308b\u7d50\u679c\u3067\u3042\u308b\u3002 Amazon\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306b\u79fb\u884c\u3059\u308b\u3068\u3001\u5f53\u793e\u306e\u30e2\u30c7\u30eb\u306f10\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u5bfe\u3057\u3066\u5e73\u574726.8%\u306eRecall@10\u306e\u6539\u5584\u306b\u3088\u308a\u3001\u6700\u5f37\u306e\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3092\u8d8a\u3048\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2512.24762v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2512.24762v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 31 Dec 2025 10:15:53 GMT)<\/li>\n\n\n\n<li>\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3092E2E\u5316\u3059\u308b\u30e2\u30c7\u30eb\u300cTo facilitate reproducibility and scalable research, we open-sourced a full-stack training pipeline\u2014including data processing, co-pretraining, and post-training protocols\u2014and validated the scaling laws of recommendation ca- pabilities. Extensive experiments demonstrate that our OpenOneRec-Foundation models achieve state-of-the-art performance across RecIF-Bench and show exceptional transferability to external domains, proving the efficacy of our unified generative paradigm.\u300d\u3068\u30aa\u30fc\u30d7\u30f3\u306a\u53d6\u308a\u7d44\u307f\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/Kuaishou-OneRec\/OpenOneRec\">GitHub &#8211; Kuaishou-OneRec\/OpenOneRec: An Open Foundation Model and Benchmark to Accelerate Generative Recommendation<\/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":[327],"class_list":["post-8008","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-recommendation"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8008","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=8008"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8008\/revisions"}],"predecessor-version":[{"id":8009,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8008\/revisions\/8009"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8008"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8008"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8008"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}