{"id":7958,"date":"2025-12-31T06:18:00","date_gmt":"2025-12-30T21:18:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7958"},"modified":"2025-12-27T15:08:07","modified_gmt":"2025-12-27T06:08:07","slug":"mmgr-multi-modal-generative-reasoning","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7958","title":{"rendered":"MMGR: Multi-Modal Generative Reasoning\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>MMGR: Multi-Modal Generative Reasoning\u00a0<\/strong>[97.4]<br>\u672c\u7a3f\u3067\u306f,5\u3064\u306e\u63a8\u8ad6\u80fd\u529b\u306b\u57fa\u3065\u304f\u57fa\u672c\u7684\u8a55\u4fa1\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30afMMGR\u3092\u7d39\u4ecb\u3059\u308b\u3002 MMGR\u306f\u3001\u62bd\u8c61\u63a8\u8ad6(Abstract Reasoning)\u3001\u4f53\u64cd\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3(Embodied Navigation)\u3001\u7269\u7406\u30b3\u30e2\u30f3\u30bb\u30f3\u30b9(Physical Commonsense)\u306e3\u3064\u306e\u9818\u57df\u306b\u308f\u305f\u308b\u751f\u6210\u7684\u63a8\u8ad6\u3092\u8a55\u4fa1\u3059\u308b\u3002 \u4e3b\u8981\u6620\u50cf\u30e2\u30c7\u30eb(Veo-3, Sora-2, Wan-2.2)\u3068\u753b\u50cf\u30e2\u30c7\u30eb(Nano-banana, Nano-banana Pro, GPT-4o-image, Qwen-image)\u3092\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2512.14691v2\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2512.14691v2\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 17 Dec 2025 18:42:37 GMT)<\/li>\n\n\n\n<li>\u300cWe argue that for video generation to evolve from mere image animation to genuine world modeling (Ha &amp; Schmidhuber, 2018; LeCun, 2022), models must acquire foundational reasoning capabilities akin to human intuitive physics and cognition. Moving beyond superficial fidelity (Huang et al , 2024; Liu et al , 2024b), we propose a formal evaluation framework asking: Can a video model reason about the physical and logical constraints of the content it generates? Drawing on theories of core knowledge and cognitive development (Spelke &amp; Kinzler, 2007; Lake et al , 2017), we posit that robust world simulation rests on five complementary pillars of reasoning:\u300d\u3068\u306e\u3053\u3068\u3002\uff15\u3064\u306f\u4e0b\u8a18\u306e\u901a\u308a\u3002\n<ul class=\"wp-block-list\">\n<li>Physical Reasoning<\/li>\n\n\n\n<li>Logical Reasoning<\/li>\n\n\n\n<li>3D Spatial Reasoning<\/li>\n\n\n\n<li>2D Spatial Reasoning<\/li>\n\n\n\n<li>\u00a0Temporal Reasoning<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/Zefan-Cai\/MMGR\">Zefan-Cai\/MMGR \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":[510,517],"class_list":["post-7958","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-510","tag-517"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7958","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=7958"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7958\/revisions"}],"predecessor-version":[{"id":7959,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7958\/revisions\/7959"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7958"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7958"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7958"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}