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Force Prompting: Video Generation Models Can Learn and Generalize Physics-based Control Signals

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Force Prompting: Video Generation Models Can Learn and Generalize Physics-based Control Signals

26 May 2025

Charles Herrmann

Michael Freeman

ArXiv (abs)PDF HTML HuggingFace (11 upvotes)

Papers citing "Force Prompting: Video Generation Models Can Learn and Generalize Physics-based Control Signals"

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Title
Planning with Sketch-Guided Verification for Physics-Aware Video Generation Yidong Huang Zun Wang Han Lin Dong-Ki Kim Shayegan Omidshafiei Jaehong Yoon Yue Zhang Mohit Bansal VGen 44 0 0 21 Nov 2025
MotionStream: Real-Time Video Generation with Interactive Motion Controls Joonghyuk Shin Zhengqi Li Richard Zhang Jun-Yan Zhu Jaesik Park Eli Schechtman Xun Huang DiffM VGen 196 0 0 03 Nov 2025
World-in-World: World Models in a Closed-Loop World Jiahan Zhang Muqing Jiang Nanru Dai Taiming Lu Arda Uzunoglu ... Rama Chellappa Tianmin Shu Alan Yuille Yilun Du Jieneng Chen VGen VLM 116 1 0 20 Oct 2025
Learning to Generate Object Interactions with Physics-Guided Video Diffusion David Romero Ariana Bermúdez Hao Li Fabio Pizzati Ivan Laptev DiffM VGen 176 0 0 02 Oct 2025
Video models are zero-shot learners and reasoners Thaddäus Wiedemer Yuxuan Li Paul Vicol Shixiang Shane Gu Nick Matarese Kevin Swersky Been Kim P. Jaini Robert Geirhos VLM LRM 148 12 0 24 Sep 2025
PhysCtrl: Generative Physics for Controllable and Physics-Grounded Video Generation Chen Wang Chuhao Chen Yiming Huang Zhiyang Dou Yuan Liu Jiatao Gu Lingjie Liu DiffM VGen PINN 365 2 0 24 Sep 2025
PISA Experiments: Exploring Physics Post-Training for Video Diffusion Models by Watching Stuff Drop Chenyu Li Oscar Michel Xichen Pan Sainan Liu Mike Roberts Saining Xie VGen 183 13 0 12 Mar 2025
SG-I2V: Self-Guided Trajectory Control in Image-to-Video GenerationInternational Conference on Learning Representations (ICLR), 2024 Koichi Namekata Sherwin Bahmani Ziyi Wu Yash Kant Igor Gilitschenski David B. Lindell VGen 435 31 0 07 Nov 2024
Diffusion Models Are Real-Time Game EnginesInternational Conference on Learning Representations (ICLR), 2024 Dani Valevski Yaniv Leviathan Moab Arar Shlomi Fruchter DiffM VGen AI4CE 385 136 0 27 Aug 2024
CogVideoX: Text-to-Video Diffusion Models with An Expert TransformerInternational Conference on Learning Representations (ICLR), 2024 Zhuoyi Yang Jiayan Teng Wendi Zheng Ming Ding Shiyu Huang ... Weihan Wang Yean Cheng Xiaotao Gu Yuxiao Dong Jie Tang DiffM VGen 619 1,035 0 12 Aug 2024