Authors

Jiaojiao Fan

Publications 2

Preprint Open access

Physis-Lang: Self-Evolving Language as a Physical Representation for Video World Model

Liming Lu, Xianzheng Ma, Wenkun He et al. · 2026

Video world models are expected to predict how the physical world evolves, yet they often produce visually plausible videos that violate basic physical principles. Existing approaches commonly assume that natural language is insufficient to represent the physical knowledge required for reliable generation, and therefor …

Preprint Open access

PhyProbe: Rethinking Physical Consistency Evaluation in Generated Videos

Max Ku, Jiaojiao Fan, Zekun Hao et al. · 2026

Evaluating the physical consistency of generated videos remains a fundamental challenge. Existing approaches rely on off-the-shelf vision-language models, which can often be myopic to physical dynamics, or fine-tuned evaluators trained on human annotations, which overfit to dataset-specific cues and fail to generalize. …

Co-authors

Liming Lu Xianzheng Ma Wenkun He Guanqi Zhan Yilin Zhao Junyu Chen Mengyao Xu Wenhang Ge Yuchao Gu Yunze Liu Boyi Li Zhen Dong