[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"tag-video-generation":3},{"tag":4,"articles":11},{"id":5,"name":6,"slug":7,"article_count":8,"description_zh":9,"description_en":10},"9d786a9c-c6f0-4c37-9f0a-2aab262eabce","video generation","video-generation",4,"影片生成正在從「會動」走向「可控、可解釋」：研究重點包括時間一致性、速度與節奏控制、相機與物件運動分離，以及主動／被動動作建模，讓生成結果更接近真實世界的因果關係與使用者意圖。","Video generation is shifting from making clips that merely move to models that can be controlled and reasoned about. Current work focuses on temporal consistency, playback speed, camera-object motion separation, and active vs. passive actions to better match user intent and real-world causality.",[12,21,29,36,43],{"id":13,"slug":14,"title":15,"summary":16,"category":17,"image_url":18,"cover_image":18,"language":19,"created_at":20},"70ef52bd-60f4-42ce-8ef8-9344e65d96d8","actcam-joint-camera-motion-control-en","ActCam adds joint camera and motion control","ActCam is a zero-shot way to steer both actor motion and camera path in video generation without training a new model.","research","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778220661882-aj3y.png","en","2026-05-08T06:10:39.382021+00:00",{"id":22,"slug":23,"title":24,"summary":25,"category":26,"image_url":27,"cover_image":27,"language":19,"created_at":28},"52b5b347-44cb-4fc0-a04a-6c6ed4557e5f","how-to-migrate-from-sora-2-in-2026-en","How to Migrate from Sora 2 in 2026","Migrate Sora 2 video workflows to new models before OpenAI’s shutdown deadlines.","tools","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778137244620-k6m4.png","2026-05-07T07:00:30.019537+00:00",{"id":30,"slug":31,"title":32,"summary":33,"category":17,"image_url":34,"cover_image":34,"language":19,"created_at":35},"d14b7cf3-fc52-4889-9d8f-ba08deb677b8","teaching-video-models-understand-time-en","Teaching Video Models to Understand Time","A self-supervised way to detect speed changes, estimate playback speed, and generate or sharpen videos at controlled timing.","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1777010642456-9rzz.png","2026-04-24T06:03:37.245074+00:00",{"id":37,"slug":38,"title":39,"summary":40,"category":17,"image_url":41,"cover_image":41,"language":19,"created_at":42},"0625f19d-6f12-4d22-bab3-8b2e8b89d84f","moright-motion-control-causality-en","MoRight tackles motion control and causality","MoRight separates camera and object motion, and models active vs. passive actions so video generation can react more plausibly to user input.","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775715012291-9ibo.png","2026-04-09T06:09:32.139302+00:00",{"id":44,"slug":45,"title":46,"summary":47,"category":48,"image_url":49,"cover_image":49,"language":19,"created_at":50},"677cc705-258e-4459-ba27-e44a987d3325","sora-shutdown-ai-vendor-risk-en","Inside Sora's Shutdown and AI Vendor Risk","Sora peaked near 1 million users, then fell below 500,000 while burning about $1 million a day. The unit economics broke.","industry","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775198579935-wyfb.png","2026-04-03T06:42:29.348454+00:00"]