{"id":8374,"date":"2026-03-31T05:33:00","date_gmt":"2026-03-30T20:33:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8374"},"modified":"2026-03-29T21:41:54","modified_gmt":"2026-03-29T12:41:54","slug":"uniicl-systematizing-unified-multimodal-in-context-learning-through-a-capability-oriented-taxonomy","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8374","title":{"rendered":"UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy\u00a0<\/strong>[100.0]<br>\u6587\u8108\u5185\u5b66\u7fd2\u306e\u6709\u52b9\u6027\u306f\u3001\u3057\u3070\u3057\u3070\u5358\u8abf\u3067\u30bf\u30b9\u30af\u306b\u4f9d\u5b58\u3057\u306a\u3044\u3002 \u5b9f\u8a3c\u306e\u6a5f\u80fd\u7684\u5f79\u5272\u3092\u5206\u985e\u3059\u308b6\u6bb5\u968e\u306e\u80fd\u529b\u6307\u5411\u5206\u985e\u6cd5\u3092\u5c0e\u5165\u3059\u308b\u3002 \u5927\u898f\u6a21\u30b3\u30fc\u30d1\u30b9\u3067\u3042\u308bUniICL-760K\u3092\u69cb\u7bc9\u3059\u308b\u3002 \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u4ecb\u5165\u3068\u3057\u3066\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9069\u5fdc\u578b\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u30e2\u30b8\u30e5\u30ec\u30fc\u30bf\u3092\u63d0\u6848\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2603.24690v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2603.24690v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 25 Mar 2026 18:09:33 GMT)<\/li>\n\n\n\n<li>\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u306afew shot\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3002\u300cOur analysis reveals non-monotonic scaling: demonstrations can hinder perception via interference or enhance reasoning through inductive structure.\u00a0\u300d\u3068\u3044\u3046\u306e\u304c\u9762\u767d\u3044\u3002<\/li>\n\n\n\n<li><a href=\"https:\/\/fugumt.com\/autoreport\/daily\/2026-03-25-2603.24690v1_UniICL_Systematizing_Unified_Multimodal_In-context_Learning_through_a_Capability.html\">2026-03-25 Daily Report:UniICL: Systematizing Unified Multimodal In-context Learning through a Capability-Oriented Taxonomy<\/a><\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/xuyicheng-zju\/UniICL\">GitHub &#8211; xuyicheng-zju\/UniICL: Systematizing Unified Multimodal In-Context Learning through a Capability-Oriented Taxonomy \u00b7 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":[200],"class_list":["post-8374","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-in-context-learning"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8374","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=8374"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8374\/revisions"}],"predecessor-version":[{"id":8375,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8374\/revisions\/8375"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8374"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8374"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8374"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}