{"id":8167,"date":"2026-02-03T05:16:00","date_gmt":"2026-02-02T20:16:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8167"},"modified":"2026-01-31T22:19:51","modified_gmt":"2026-01-31T13:19:51","slug":"moco-a-one-stop-shop-for-model-collaboration-research","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8167","title":{"rendered":"MoCo: A One-Stop Shop for Model Collaboration Research"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>MoCo: A One-Stop Shop for Model Collaboration Research\u00a0<\/strong>[132.5]<br>MoCo: \u5927\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u5b9f\u884c\u3001\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3001\u6bd4\u8f03\u3092\u884c\u3046\u3001\u30ef\u30f3\u30b9\u30c8\u30c3\u30d7Python\u30e9\u30a4\u30d6\u30e9\u30ea\u3002 MoCo\u306f26\u306e\u30e2\u30c7\u30eb\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u30e1\u30bd\u30c3\u30c9\u3092\u5099\u3048\u3066\u304a\u308a\u3001\u3055\u307e\u3056\u307e\u306a\u30ec\u30d9\u30eb\u306e\u30af\u30ed\u30b9\u30e2\u30c7\u30eb\u60c5\u5831\u4ea4\u63db\u304c\u53ef\u80fd\u3067\u3042\u308b\u3002 MoCo\u306b\u3088\u308b\u5927\u898f\u6a21\u306a\u5b9f\u9a13\u306f\u3001\u307b\u3068\u3093\u3069\u306e\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u6226\u7565\u304c\u3001\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u306a\u3057\u3067\u30e2\u30c7\u30eb\u3088\u308a\u512a\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u308b\u3002 \u79c1\u305f\u3061\u306f\u3001MoCo\u3092\u30aa\u30fc\u30d7\u30f3\u3067\u30e2\u30b8\u30e5\u30fc\u30eb\u5316\u3055\u308c\u3001\u5206\u6563\u5316\u3055\u308c\u3001\u5354\u529b\u7684\u306aAI\u306e\u672a\u6765\u3092\u63a2\u6c42\u3059\u308b\u305f\u3081\u306e\u3001\u8cb4\u91cd\u306a\u30c4\u30fc\u30eb\u30ad\u30c3\u30c8\u3068\u3057\u3066\u60f3\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2601.21257v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2601.21257v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Thu, 29 Jan 2026 04:36:52 GMT)<\/li>\n\n\n\n<li>\u300cMOCO features a wide range of 26 model collaboration algorithms, spanning four levels of collaboration defined by the level of information exchange: API-level (e g , routing (Ong et al , 2025) and switching (Feng et al , 2025d; Huang et al , 2026)), text-level (e g , debate (Du et al , 2023) and cooperate (Yu et al , 2025)), logit-level (e g , collective decoding (Liu et al , 2024a)), and weight- level (e g , merging (Yadav et al , 2024) and parameter- space search (Feng et al , 2025c)).\u300d\u3068\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u5c0e\u5165\u306e\u305f\u3081\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3002\u300cExtensive experiments with MOCO demonstrate that model collaboration is a promising path towards modular and com- positional AI systems. Model collaboration outperforms individual models in 61.0% of cases across diverse (model, data) settings, with the most successful algorithms outperforming in almost every evaluation domain by up to 25.8%.\u300d\u3068\u52b9\u679c\u3082\u78ba\u8a8d\u3057\u3066\u3044\u308b\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/BunsenFeng\/model_collaboration\">GitHub &#8211; BunsenFeng\/model_collaboration<\/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":[42,261],"class_list":["post-8167","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-autonomous-agent","tag-mult"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8167","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=8167"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8167\/revisions"}],"predecessor-version":[{"id":8168,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8167\/revisions\/8168"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8167"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8167"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8167"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}