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

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

26 May 2025
Nate Gillman
Charles Herrmann
Michael Freeman
Daksh Aggarwal
Evan Luo
Deqing Sun
Chen Sun
    VGen
    AI4CE
ArXivPDFHTML

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

30 / 30 papers shown
Title
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
91
4
0
12 Mar 2025
Phys4DGen: Physics-Compliant 4D Generation with Multi-Material Composition Perception
Phys4DGen: Physics-Compliant 4D Generation with Multi-Material Composition Perception
Jiajing Lin
Zhenzhong Wang
Shu Jiang
Yongjie Hou
Min Jiang
Min Jiang
VGen
92
0
0
25 Nov 2024
DimensionX: Create Any 3D and 4D Scenes from a Single Image with
  Controllable Video Diffusion
DimensionX: Create Any 3D and 4D Scenes from a Single Image with Controllable Video Diffusion
Wenqiang Sun
Shuo Chen
Fan Liu
Zilong Chen
Yueqi Duan
Jun Zhang
Yikai Wang
VGen
94
36
0
07 Nov 2024
SG-I2V: Self-Guided Trajectory Control in Image-to-Video Generation
SG-I2V: Self-Guided Trajectory Control in Image-to-Video Generation
Koichi Namekata
Sherwin Bahmani
Ziyi Wu
Yash Kant
Igor Gilitschenski
David B. Lindell
VGen
126
16
0
07 Nov 2024
GameGen-X: Interactive Open-world Game Video Generation
GameGen-X: Interactive Open-world Game Video Generation
Haoxuan Che
Xuanhua He
Quande Liu
Cheng Jin
Hao Chen
VGen
100
22
0
01 Nov 2024
PhysGen: Rigid-Body Physics-Grounded Image-to-Video Generation
PhysGen: Rigid-Body Physics-Grounded Image-to-Video Generation
Shaowei Liu
Zhongzheng Ren
Saurabh Gupta
Shenlong Wang
VGen
DiffM
PINN
82
47
0
27 Sep 2024
Diffusion Models Are Real-Time Game Engines
Diffusion Models Are Real-Time Game Engines
Dani Valevski
Yaniv Leviathan
Moab Arar
Shlomi Fruchter
DiffM
VGen
AI4CE
76
78
0
27 Aug 2024
CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer
CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer
Zhuoyi Yang
Jiayan Teng
Wendi Zheng
Ming Ding
Shiyu Huang
...
Weihan Wang
Yean Cheng
Xiaotao Gu
Yuxiao Dong
Jie Tang
DiffM
VGen
192
495
0
12 Aug 2024
Tora: Trajectory-oriented Diffusion Transformer for Video Generation
Tora: Trajectory-oriented Diffusion Transformer for Video Generation
Zhenghao Zhang
Junchao Liao
Menghao Li
Zuozhuo Dai
Bingxue Qiu
Hao Hu
Shaowei Cai
Weizhi Wang
VGen
66
52
0
31 Jul 2024
Image Conductor: Precision Control for Interactive Video Synthesis
Image Conductor: Precision Control for Interactive Video Synthesis
Yaowei Li
Xintao Wang
Zhaoyang Zhang
Zhouxia Wang
Ziyang Yuan
Liangbin Xie
Yuexian Zou
Ying Shan
VGen
71
27
0
21 Jun 2024
Physics3D: Learning Physical Properties of 3D Gaussians via Video
  Diffusion
Physics3D: Learning Physical Properties of 3D Gaussians via Video Diffusion
Fan Liu
Hanyang Wang
Shunyu Yao
Shengjun Zhang
Jie Zhou
Yueqi Duan
AI4CE
36
25
0
06 Jun 2024
DreamPhysics: Learning Physical Properties of Dynamic 3D Gaussians with
  Video Diffusion Priors
DreamPhysics: Learning Physical Properties of Dynamic 3D Gaussians with Video Diffusion Priors
Tianyu Huang
Yihan Zeng
Hui Li
Zhilu Zhang
Rynson W. H. Lau
Wangmeng Zuo
Rynson W. H. Lau
3DGS
VGen
55
5
0
03 Jun 2024
MOFA-Video: Controllable Image Animation via Generative Motion Field
  Adaptions in Frozen Image-to-Video Diffusion Model
MOFA-Video: Controllable Image Animation via Generative Motion Field Adaptions in Frozen Image-to-Video Diffusion Model
Muyao Niu
Xiaodong Cun
Xintao Wang
Yong Zhang
Ying Shan
Yinqiang Zheng
DiffM
VGen
65
41
0
30 May 2024
MotionCraft: Physics-based Zero-Shot Video Generation
MotionCraft: Physics-based Zero-Shot Video Generation
L. S. Aira
Antonio Montanaro
Emanuele Aiello
D. Valsesia
E. Magli
DiffM
VGen
52
13
0
22 May 2024
PhysDreamer: Physics-Based Interaction with 3D Objects via Video
  Generation
PhysDreamer: Physics-Based Interaction with 3D Objects via Video Generation
Tianyuan Zhang
Hong-Xing Yu
Rundi Wu
Brandon Yushan Feng
Changxi Zheng
Noah Snavely
Jiajun Wu
William T. Freeman
AI4CE
VGen
115
73
0
19 Apr 2024
Reconstruction and Simulation of Elastic Objects with Spring-Mass 3D
  Gaussians
Reconstruction and Simulation of Elastic Objects with Spring-Mass 3D Gaussians
Licheng Zhong
Hong-Xing Yu
Jiajun Wu
Yunzhu Li
82
28
0
14 Mar 2024
DragAnything: Motion Control for Anything using Entity Representation
DragAnything: Motion Control for Anything using Entity Representation
Wejia Wu
Zhuang Li
Yuchao Gu
Rui Zhao
Yefei He
David Junhao Zhang
Mike Zheng Shou
Yan Li
Yan Li
Di Zhang
VGen
100
58
0
12 Mar 2024
Motion-I2V: Consistent and Controllable Image-to-Video Generation with
  Explicit Motion Modeling
Motion-I2V: Consistent and Controllable Image-to-Video Generation with Explicit Motion Modeling
Xiaoyu Shi
Zhaoyang Huang
Fu-Yun Wang
Weikang Bian
Dasong Li
...
Ka Chun Cheung
Simon See
Hongwei Qin
Jifeng Da
Hongsheng Li
VGen
DiffM
82
91
0
29 Jan 2024
Lumiere: A Space-Time Diffusion Model for Video Generation
Lumiere: A Space-Time Diffusion Model for Video Generation
Omer Bar-Tal
Hila Chefer
Omer Tov
Charles Herrmann
Roni Paiss
...
T. Michaeli
Oliver Wang
Deqing Sun
Tali Dekel
Inbar Mosseri
VGen
166
237
0
23 Jan 2024
MotionCtrl: A Unified and Flexible Motion Controller for Video
  Generation
MotionCtrl: A Unified and Flexible Motion Controller for Video Generation
Zhouxia Wang
Ziyang Yuan
Xintao Wang
Tianshui Chen
Menghan Xia
Ping Luo
Ying Shan
DiffM
VGen
99
221
0
06 Dec 2023
Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large
  Datasets
Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets
A. Blattmann
Tim Dockhorn
Sumith Kulal
Daniel Mendelevitch
Maciej Kilian
...
Zion English
Vikram S. Voleti
Adam Letts
Varun Jampani
Robin Rombach
VGen
228
1,143
0
25 Nov 2023
PhysGaussian: Physics-Integrated 3D Gaussians for Generative Dynamics
PhysGaussian: Physics-Integrated 3D Gaussians for Generative Dynamics
Tianyi Xie
Zeshun Zong
Yuxing Qiu
Xuan Li
Yutao Feng
Yin Yang
Chenfanfu Jiang
3DGS
76
197
0
20 Nov 2023
Emu Video: Factorizing Text-to-Video Generation by Explicit Image
  Conditioning
Emu Video: Factorizing Text-to-Video Generation by Explicit Image Conditioning
Rohit Girdhar
Mannat Singh
Andrew Brown
Quentin Duval
S. Azadi
Sai Saketh Rambhatla
Akbar Shah
Xi Yin
Devi Parikh
Ishan Misra
DiffM
VGen
92
200
0
17 Nov 2023
DragNUWA: Fine-grained Control in Video Generation by Integrating Text,
  Image, and Trajectory
DragNUWA: Fine-grained Control in Video Generation by Integrating Text, Image, and Trajectory
Sheng-Siang Yin
Chenfei Wu
Jian Liang
Jie Shi
Houqiang Li
Gong Ming
Nan Duan
VGen
108
142
0
16 Aug 2023
Motion-Conditioned Diffusion Model for Controllable Video Synthesis
Motion-Conditioned Diffusion Model for Controllable Video Synthesis
Tsai-Shien Chen
C. Lin
Hung-Yu Tseng
Nayeon Lee
Ming-Hsuan Yang
DiffM
VGen
94
66
0
27 Apr 2023
Differentiable Physics Simulation of Dynamics-Augmented Neural Objects
Differentiable Physics Simulation of Dynamics-Augmented Neural Objects
Simon Le Cleac'h
Hong-Xing Yu
Michelle Guo
Taylor A. Howell
Ruohan Gao
Jiajun Wu
Zachary Manchester
Mac Schwager
AI4CE
48
44
0
17 Oct 2022
Imagen Video: High Definition Video Generation with Diffusion Models
Imagen Video: High Definition Video Generation with Diffusion Models
Jonathan Ho
William Chan
Chitwan Saharia
Jay Whang
Ruiqi Gao
...
Diederik P. Kingma
Ben Poole
Mohammad Norouzi
David J. Fleet
Tim Salimans
VGen
105
1,518
0
05 Oct 2022
Make-A-Video: Text-to-Video Generation without Text-Video Data
Make-A-Video: Text-to-Video Generation without Text-Video Data
Uriel Singer
Adam Polyak
Thomas Hayes
Xiaoyue Yin
Jie An
...
Oron Ashual
Oran Gafni
Devi Parikh
Sonal Gupta
Yaniv Taigman
DiffM
VGen
74
1,406
0
29 Sep 2022
World Models
World Models
David R Ha
Jürgen Schmidhuber
SyDa
113
1,079
0
27 Mar 2018
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal
  Networks
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks
Shaoqing Ren
Kaiming He
Ross B. Girshick
Jian Sun
AIMat
ObjD
480
62,122
0
04 Jun 2015
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