Author

Hui Li

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Preprint Sep 2026

CompAdapt: Adaptable Composite Motion Modeling for Physics-Consistent Text-to-Video Generation

While diffusion-based text-to-video (T2V) models have demonstrated impressive capability in generating realistic and temporally coherent videos, they often fail to respect fundamental physical dynamics. Although recent physics-constrained methods incorporate explicit dynamics priors to improve physical plausibility, th...

Hao-Ran Qin, Ren-Rong Wu, Tian-Yu Huang et al. · 0 citations

Jul 2026

4DHumanDiff: Direct Text-to-4DGS Generation for Consistent 360-Degree Dynamic Humans

4DHumanDiff is presented, a diffusion framework that directly generates dynamic humans represented by 4D Gaussian Splatting from text prompts and achieves better temporal and multi-view consistency, and reduces inference time by more than 10x.

Ren-Rong Wu, Haoran Chen, Yuxiang Wei et al. · arXiv.org · 0 citations