Abstract
Generating physically plausible videos for solid-gas dynamics is challenging as different phases exhibit distinct dynamics yet remain coupled through physical interactions. We present PAVG, a Phase-Aware Video Generator for solid-gas dynamics and interactions. It employs a dual-branch architecture to explicitly model the distinct dynamics of solids and gases, while spatiotemporal cross-attention captures their physical interactions. This design enables PAVG to preserve phasespecific motion characteristics while producing physically consistent responses across phases. To facilitate this task, we further construct a simulation corpus comprising over 700K physical trajectories across diverse solid, gas, and solid-gas interaction scenarios. Extensive evaluations demonstrate that our PAVG produces videos with improved motion adherence, physical plausibility, and visual quality compared with existing approaches.
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Publication details
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- Open access
- Green open access
Cite this article
APA 7
Ou, J., Wang, K., Zhao, R., Guan, J., Wang, L., Dong, C., & Zeng, X. (2026). Phase-aware video generation for physics-grounded dynamics and interactions. https://omanscience.com/en/articles/phase-aware-video-generation-for-physics-grounded-dynamics-and-interactions
MLA 9
Ou, Jingfeng, et al. "Phase-aware video generation for physics-grounded dynamics and interactions." https://omanscience.com/en/articles/phase-aware-video-generation-for-physics-grounded-dynamics-and-interactions.
Chicago (author–date)
Ou, Jingfeng, Kun Wang, Rui Zhao, Jingwei Guan, Limin Wang, Chao Dong, and Xingyu Zeng. 2026. "Phase-aware video generation for physics-grounded dynamics and interactions." https://omanscience.com/en/articles/phase-aware-video-generation-for-physics-grounded-dynamics-and-interactions.
Harvard
Ou, J., Wang, K., Zhao, R., Guan, J., Wang, L., Dong, C. and Zeng, X. (2026) 'Phase-aware video generation for physics-grounded dynamics and interactions', Available at: https://omanscience.com/en/articles/phase-aware-video-generation-for-physics-grounded-dynamics-and-interactions.
Vancouver
Ou J, Wang K, Zhao R, Guan J, Wang L, Dong C, et al. Phase-aware video generation for physics-grounded dynamics and interactions. https://omanscience.com/en/articles/phase-aware-video-generation-for-physics-grounded-dynamics-and-interactions
IEEE
J. Ou, K. Wang, R. Zhao, J. Guan, L. Wang, C. Dong, and X. Zeng, "Phase-aware video generation for physics-grounded dynamics and interactions," https://omanscience.com/en/articles/phase-aware-video-generation-for-physics-grounded-dynamics-and-interactions.