{"id":8298,"date":"2026-05-17T22:49:31","date_gmt":"2026-05-17T14:49:31","guid":{"rendered":"https:\/\/infernews.com\/blog\/icml-2026-official-codebase-for-quot-causal-forcing-autoregressive-diffusion-dis\/"},"modified":"2026-05-17T22:49:31","modified_gmt":"2026-05-17T14:49:31","slug":"icml-2026-official-codebase-for-quot-causal-forcing-autoregressive-diffusion-dis","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/icml-2026-official-codebase-for-quot-causal-forcing-autoregressive-diffusion-dis\/","title":{"rendered":"Causal-Forcing \u9ede\u6a23\u4ee4\u5f71\u7247\u52d5\u4f5c\u66f4\u8c50\u5bcc"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/05\/pipeline-595c7f6e52e9.jpg\" alt=\"overview\"><\/figure>\n<p>\u5982\u679c\u4f60\u5c0d AI \u751f\u6210\u5f71\u7247\u6709\u8208\u8da3\uff0cCausal-Forcing \u6700\u503c\u5f97\u7559\u610f\u7684\u5730\u65b9\uff0c\u4e0d\u53ea\u662f\u300c\u51fa\u7247\u5feb\u300d\uff0c\u800c\u662f\u5b83\u7279\u5225\u8457\u91cd<strong>\u52d5\u4f5c\u8b8a\u5316\u662f\u5426\u5408\u7406<\/strong>\u3002\u5f88\u591a\u5f71\u7247\u6a21\u578b\u53ef\u4ee5\u751f\u6210\u975a\u756b\u9762\uff0c\u4f46\u4eba\u7269\u79fb\u52d5\u3001\u93e1\u982d\u8f49\u63db\u6216\u7269\u4ef6\u8ecc\u8de1\uff0c\u5f80\u5f80\u6703\u6709\u5ffd\u5feb\u5ffd\u6162\u3001\u524d\u5f8c\u4e0d\u9023\u8cab\u7684\u60c5\u6cc1\uff1b\u5462\u500b\u5c08\u6848\u6b63\u6b63\u662f\u91dd\u5c0d\u9019\u985e\u52d5\u614b\u554f\u984c\u4e0b\u624b\u3002<\/p>\n<p>\u5b83\u7684\u6838\u5fc3\u60f3\u6cd5\uff0c\u662f\u7528\u66f4\u7b26\u5408\u6642\u9593\u5148\u5f8c\u95dc\u4fc2\u7684\u65b9\u6cd5\uff0c\u53bb\u5f15\u5c0e\u81ea\u56de\u6b78\u5f0f\u5f71\u7247\u751f\u6210\u3002\u7c21\u55ae\u8b1b\uff0c\u6a21\u578b\u4e0d\u53ea\u662f\u5b78\u6bcf\u4e00\u683c\u756b\u9762\u300c\u4f3c\u5514\u4f3c\u300d\uff0c\u800c\u662f\u66f4\u91cd\u8996\u6bcf\u4e00\u6b65\u52d5\u4f5c\u9ede\u6a23\u63a5\u7e8c\u4e0a\u4e00\u523b\uff0c\u4ee4\u904b\u52d5\u8ecc\u8de1\u66f4\u7a69\u5b9a\u3002README \u4ea6\u660e\u78ba\u6307\u51fa\uff0cCausal Forcing \u5728\u8996\u89ba\u54c1\u8cea\u4e4b\u5916\uff0c\u5c0d motion dynamics \u7684\u8868\u73fe\u6bd4 Self Forcing \u66f4\u597d\uff0c\u800c\u4e14\u8a13\u7df4\u6210\u672c\u8207\u63a8\u7406\u6548\u7387\u5927\u81f4\u7dad\u6301\u540c\u4e00\u6c34\u5e73\u3002<\/p>\n<p>\u5c0d\u4e00\u822c\u4f7f\u7528\u8005\u800c\u8a00\uff0c\u4e0a\u624b\u65b9\u5411\u7b97\u6e05\u6670\uff1a\u5b83\u5df2\u63d0\u4f9b\u63a8\u7406\u8207\u8a13\u7df4\u6d41\u7a0b\uff0c\u4e26\u652f\u63f4\u6587\u5b57\u751f\u6210\u5f71\u7247\uff0c\u4ee5\u53ca\u7531\u5716\u7247\u5ef6\u4f38\u6210\u5f71\u7247\u7684\u5f62\u5f0f\u3002\u7279\u5225\u662f frame-wise \u7248\u672c\uff0c\u56e0\u70ba\u6309\u9010\u683c\u65b9\u5f0f\u8655\u7406\uff0c\u8f03\u5bb9\u6613\u7406\u89e3\u70ba\u76f4\u63a5\u9762\u5411\u6bcf\u500b\u6642\u9593\u6b65\uff0c\u5c0d\u9700\u8981\u7d30\u7dfb\u63a7\u5236\u52d5\u4f5c\u5ef6\u7e8c\u7684\u4eba\u6703\u66f4\u6709\u5438\u5f15\u529b\u3002<\/p>\n<ul>\n<li>\u91cd\u9ede\u653e\u5728<strong>\u52d5\u4f5c\u9023\u8cab\u6027<\/strong>\uff0c\u4e0d\u53ea\u8ffd\u6c42\u55ae\u5e40\u756b\u9762\u975a<\/li>\n<li>\u652f\u63f4 chunk-wise \u8207 frame-wise \u5169\u985e\u6a21\u578b\u8a2d\u8a08<\/li>\n<li>\u6db5\u84cb T2V\u3001I2V\uff0c\u5be6\u7528\u5834\u666f\u8f03\u5ee3<\/li>\n<li>Causal Forcing++ \u518d\u9032\u4e00\u6b65\u63d0\u4f9b 1-step\u30012-step frame-wise \u6a21\u578b<\/li>\n<li>\u76f8\u95dc\u7248\u672c\u53ef\u7559\u610f Causal Forcing\u3001Causal Forcing++\uff0c\u4ee5\u53ca README \u63d0\u5230\u7684 Self Forcing \u4f5c\u6bd4\u8f03\u5c0d\u8c61<\/li>\n<\/ul>\n<p>\u518d\u770b\u5b83\u7684\u5275\u65b0\u4f4d\uff0c\u95dc\u9375\u5728\u65bc\u7528 Causal ODE\uff0c\u6216\u5728 Causal Forcing++ \u4e2d\u6539\u7528 causal Consistency Distillation\uff0c\u53bb\u505a\u4e00\u500b\u66f4\u5408\u7406\u7684\u521d\u59cb\u5316\uff0c\u518d\u914d\u5408 asymmetric DMD\u3002\u5f9e\u5c08\u6848\u8aaa\u660e\u53ef\u898b\uff0c\u4f5c\u8005\u5f88\u5f37\u8abf\u300c\u751f\u6210\u8ecc\u8de1\u8981\u5c0d\u9f4a\u300d\u9019\u4ef6\u4e8b\uff0c\u4ea6\u56e0\u6b64\u5728\u67d0\u4e9b\u968e\u6bb5\u8981\u4f7f\u7528\u81ea\u56de\u6b78\u8001\u5e2b\u6a21\u578b\uff0c\u9019\u5c0d\u4fdd\u6301\u52d5\u4f5c\u96a8\u6642\u9593\u63a8\u9032\u7684\u4e00\u81f4\u6027\u5c24\u5176\u91cd\u8981\u3002<\/p>\n<p>\u5982\u679c\u4f60\u7684\u91cd\u9ede\u662f\u4e92\u52d5\u5f0f\u5f71\u7247\u3001\u89d2\u8272\u9023\u7e8c\u52d5\u4f5c\u3001\u9577\u4e00\u9ede\u7684\u93e1\u982d\u63a8\u9032\uff0c\u5462\u500b\u5c08\u6848\u6bd4\u8d77\u53ea\u770b\u55ae\u5f35\u6548\u679c\u7684\u6a21\u578b\u66f4\u503c\u5f97\u7814\u7a76\u3002\u5b83\u672a\u5fc5\u662f\u6700\u6613\u5373\u5b78\u5373\u7528\u7684\u5927\u773e\u5316\u5de5\u5177\uff0c\u4f46\u5c0d\u65bc\u60f3\u6539\u5584 AI \u5f71\u7247\u300c\u6703\u52d5\u4f46\u5514\u81ea\u7136\u300d\u9019\u500b\u8001\u554f\u984c\u7684\u4eba\uff0c\u65b9\u5411\u76f8\u7576\u660e\u78ba\u3002<\/p>\n<p><strong>\u7db2\u5740\uff1a<\/strong> <a href=\"https:\/\/github.com\/thu-ml\/Causal-Forcing\" rel=\"noopener noreferrer\">https:\/\/github.com\/thu-ml\/Causal-Forcing<\/a><\/p>\n<p><strong>\u7db2\u5740\uff1a<\/strong> <a href=\"https:\/\/arxiv.org\/pdf\/2605.15141\" rel=\"noopener noreferrer\">https:\/\/arxiv.org\/pdf\/2605.15141<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5462\u500b\u5c08\u6848\u4e3b\u6253\u5373\u6642\u4e92\u52d5\u5f71\u7247\u751f\u6210\uff0c\u7279\u5225\u5f37\u5316\u52d5\u4f5c\u9023\u8cab\u540c\u81ea\u7136\u611f\u3002\u91cd\u9ede\u5728\u65bc\u7528\u66f4\u8cbc\u8fd1\u6642\u9593\u56e0\u679c\u7684\u65b9\u5f0f\uff0c\u6539\u5584\u756b\u9762\u6703\u52d5\u4f46\u5514\u5920\u9806\u7684\u554f\u984c\u3002<\/p>\n","protected":false},"author":8,"featured_media":8297,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[133,141,196],"tags":[],"class_list":["post-8298","post","type-post","status-publish","format-standard","hentry","category-133","category-141","category-196"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8298","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=8298"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8298\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/8297"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=8298"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=8298"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=8298"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}