@article{thinkbeforeyoudiffusellmsguidedphysics, title = {Think Before You Diffuse: LLMs-Guided Physics-Aware Video Generation}, author = {Ke Zhang and Cihan Xiao and Yiqun Mei and Jiacong Xu and Vishal M. Patel}, year = {2025}, eprint = {2505.21653}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.21653v1}, }