Physical Consistency in Video Generation

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23 papers in the last four weeks, up 229% on the four weeks before. 0.2% of all new papers.

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  1. Off-Manifold Refinement: Guiding Video Generators with a Frozen World Model

    Aug 30, 2026Hai Nguyen-Truong, Tuan-Anh Vu, Dang HuynhPhysics-Informed Generative ModelingPhysical Consistency in Video Generation

    Fulbright University Vietnam · University of California, Los Angeles

  2. ScaleVid: Geometry-Aware Video Object Scaling with Mesh-Free Inference

    Aug 12, 2026Youze Huang, Penghui Ruan, Bojia Zi +3Physical Consistency in Video GenerationControllable Video Generation

    University of Electronic Science and Technology of China · The Hong Kong Polytechnic University · The Chinese University of Hong Kong +2

  3. Learning How the World Evolves: Extrapolative Video World Models via Latent Dynamics Reasoning

    Aug 10, 2026Haodong Li, Shaoteng Liu, Tianyu Wang +7Physical Consistency in Video GenerationPhysical Reasoning

    1UCSD 2Adobe

  4. Illusion or Integrity? Geometrical Consistency Metric for AIGC Video Quality Evaluation

    Aug 10, 2026Yifei Xue, Yuanchen Fei, Hao Zhang +3Physical Consistency in Video GenerationVideo Quality Assessment

    Hunan University, China

  5. Distilling Physical Priors into Streaming World Models

    Aug 8, 2026Liangliang Zhao, Junying Wang, Danni Yang +5Physics-Informed Generative ModelingPhysical Consistency in Video Generation

    Fudan University, Shanghai, China · Shanghai AI Laboratory, Shanghai, China

  6. GAUGE: A Measurement-Grounded Benchmark for Physical Fidelity in Simulation Engines and Video World Models

    Aug 6, 2026Shuai Wang, Yaxin Feng, Xuekun Jiang +12Physical Consistency in Video GenerationWorld Model Evaluation

    1Shanghai Artificial Intelligence Laboratory · 2Hong Kong University of Science and Technology · 3Shanghai Jiao Tong University +1

  7. muSync-GS: Physics-Synchronized Driving Video Synthesis for Weather and Geometric Road Hazards

    Aug 5, 2026Yang Chen, Yicheng Zhu, Tao Li +1Physical Consistency in Video GenerationVideo Generation

    Rochester Institute of Technology · City University of Hong Kong

  8. Extended Field of View Analysis for VideoGAN-based Trajectory Generation

    Aug 3, 2026Annajoyce Mariani, Kira Maag, Hanno GottschalkPhysical Consistency in Video GenerationAutonomous Driving Simulation

    Technical University of Berlin, Berlin, Germany · Heinrich Heine University Düsseldorf, Düsseldorf, Germany

  9. AcoustiTrace: When Plausible Sound Violates Physics

    Aug 3, 2026Shiyang Li, Yuewen Cao, Yihao Liu +4Physical Consistency in Video GenerationAudio-Video Generation

    Zhejiang University · Shanghai Artificial Intelligence Laboratory · Shanghai Jiao Tong University +3

  10. Diagnosing Under-Development of Irreversible Processes in Video Generation

    Aug 1, 2026Jian Xu, Yanning Wu, Delu Zeng +2Physical Consistency in Video GenerationText-to-Video Generation

  11. PhiZero: A World Model Built Around Physical Language

    Jul 30, 2026Shuyao Shang, Yuqi Wang, Ruopeng Gao +4Action-Conditioned Video GenerationPhysical Consistency in Video Generation

    NLPR, Institute of Automation, Chinese Academy of Sciences (CASIA) · Independent Researcher

  12. VideoCoCo: Code-as-CoT for Physically-Consistent Video Generation via an Agentic Dual-Engine System

    Jul 29, 2026Haodong Li, Tianfei Ren, Xiaoxiao Ma +25Physical Consistency in Video GenerationText-to-Video Generation

    1CUHK · 2USTC · 3SCUT +8

  13. Visko Orbis 1.0: A Live Model for Real-Time Interactive Long Video Generation

    Jul 29, 2026Xiangbo Gao, Siyuan Yang, Ping He +12Physical Consistency in Video GenerationReal-Time Interactive Video Generation

  14. Physics-Grounded Fluid Video Generation with a Simulation Dataset and Dual-Stream Optical-Flow Supervision

    Jul 28, 2026Ruijie Su, Yuanzhi Liang, Xiaohua Xie +1Physical Consistency in Video GenerationImage-to-Video Generation

    School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China · Institute of Artificial Intelligence, China Telecom (TeleAI), China · Guangdong Province Key Laboratory of Information Security Technology, Sun Yat-sen University, Guangzhou, China

  15. VIPER: Visual In-Context Physics Reasoning for Physically Plausible Video Generation

    Jul 26, 2026Tianxiao Chen, Hanmo Chen, Huajin Chen +3Video-Reference Video GenerationPhysical Consistency in Video Generation

    Zhejiang University · vivo BlueImage Lab, vivo Mobile Communication Co., Ltd.

  16. KineBench: Benchmarking Embodied World Models via IDM-Free Kinematic Grounding

    Jul 22, 2026Zeyu Liu, Zhangzhe Zhu, Yang Zhang +3Physical Consistency in Video GenerationRobot Manipulation Benchmarks

    Institute of Artificial Intelligence (TeleAI), China Telecom, China · National University of Singapore, Singapore · Fudan University, China +2

  17. Learning Explicit Physical Parameter Control and Benchmarking for Video Generation

    Jul 21, 2026Yanxun Li, Hao Wen, Bingze Song +7Physical Consistency in Video GenerationImage-to-Video Generation

    State Key Laboratory of Virtual Reality Technology and Systems, SCSE, Beihang University · AMAP, Alibaba Group

  18. DeforM: Reasoning-Guided Physics-Aware Video Generation via Spatial-Temporal Masking

    Jul 21, 2026Yunyi Li, Yu Qiao, Yaohui Wang +1Physics-Informed Generative ModelingPhysical Consistency in Video Generation

    Shanghai Artificial Intelligence Laboratory, Shanghai, China

  19. When Physical Preferences Meet Semantic Constraints: Physical and Semantic Direct Preference Optimization for Text-to-Video Generation

    Jul 18, 2026Siwei Meng, Yawei Luo, Shu Zhang +1Physical Consistency in Video GenerationDirect Preference Optimization

    Computer Science and Engineering · University of Nevada, Reno · Reno, NV, USA +5

  20. Apple-ππ: Benchmarking Thinking with Video Towards Law-Grounded Physical Intelligence

    Jul 17, 2026Runmao Yao, Kairui Hu, Yukang Cao +11Physical Consistency in Video GenerationPhysical Reasoning in Video

    1S-Lab, Nanyang Technological University · 2The Chinese University of Hong Kong

  21. PhysAgent: Reflective Agentic Physics Control for Physically Plausible Video Generation

    Jul 17, 2026Qirui Li, Jinkun Hao, Yibo Li +3Physical Consistency in Video GenerationAgentic Video Generation

    Shanghai Jiao Tong University · Cardiff University

  22. PhysPlan: Grounded Physical State Reasoning and Graph-Guided Optimization for Physically Plausible Video Generation

    Jul 16, 2026Minh-Loi Nguyen, Xuan-Vu Le, Trung-Nghia Le +3Physical Consistency in Video GenerationImage-to-Video Generation

    University of Science, Ho Chi Minh City, Vietnam · Vietnam National University, Ho Chi Minh City, Vietnam · University of Dayton, Dayton, Ohio, US +1

  23. LightCrafter: PBR-Conditioned Video Diffusion Refinement for Controllable and Consistent Relighting

    Jul 9, 2026Zixin Guo, Yehonathan Litman, Yifeng He +3Physical Consistency in Video GenerationVideo Diffusion Models

    Carnegie Mellon University · University of Toronto · Bosch Research

  24. Unlocking Temporal Generalization in Hamiltonian Video Dynamics Models

    Jul 8, 2026Eli Laird, Corey ClarkPhysical Consistency in Video GenerationLatent Dynamics Modeling

    Department of Computer Science, Southern Methodist University, Dallas, TX, USA

  25. Enhancing Video Physical Consistency via Role-aware Joint Training and Modality-decoupled Denoising

    Jul 6, 2026Guangting Zheng, Haojing Chen, Hao Li +6Physical Consistency in Video GenerationDiffusion Model Guidance

    University of Science and Technology of China · University of Electronic Science and Technology of China · 3Fudan University +2

  26. ProxyUp: Training-Free Proxy-Conditioned Video Generation for Controllable Dynamics

    Jul 4, 2026Zanwei Zhou, Jiazhong Cen, Jiemin Fang +7Physical Consistency in Video GenerationVideo Diffusion Models

    1Shanghai Jiao Tong University · 2Huawei Inc.

  27. WorldDirector: Building Controllable World Simulators with Persistent Dynamic Memory

    Jul 2, 2026Hanlin Wang, Hao Ouyang, Qiuyu Wang +10Physical Consistency in Video GenerationCamera-Controlled Video Generation

    1HKUST · 2Ant Group · 3ZJU +1

  28. Semantic-Aware, Physics-Informed, Geometry-Grounded Weather Video Synthesis

    Jun 27, 2026Chenghao Qian, Nedko Savov, Lingdong Kong +7Synthetic Data AugmentationPhysical Consistency in Video Generation

    University of Leeds, UK · INSAIT, Sofia University “St. Kliment Ohridski” · National University of Singapore, Singapore +2

  29. A Physics-Grounded Benchmark for Multi-Agent Dynamics in World Models

    Jun 27, 2026Nuo Chen, Lulin Liu, Zihao Li +12Physical Consistency in Video GenerationAutonomous Driving Safety Evaluation

    Texas A&M University · University of Minnesota · Marquette University +6

  30. PhysisForcing: Physics Reinforced World Simulator for Robotic Manipulation

    Jun 26, 2026Peiwen Zhang, Yufan Deng, Shangkun Sun +11Physical Consistency in Video GenerationVideo Diffusion Models

    Peking University, NVIDIA