@article{reasoningphysicalvideogenerationwith, title = {Reasoning Physical Video Generation with Diffusion Timestep Tokens via Reinforcement Learning}, author = {Wang Lin and Liyu Jia and Wentao Hu and Kaihang Pan and Zhongqi Yue and Wei Zhao and Jingyuan Chen and Fei Wu and Hanwang Zhang}, year = {2025}, eprint = {2504.15932}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2504.15932v1}, }