@article{designingreinforcementlearningfordiffusi, title = {Designing Reinforcement Learning for Diffusion Models: A Unified Path-Space View}, author = {Yixian Xu and Yuanrui Zhang and Shengjie Luo and Liwei Wang and Di He}, year = {2026}, eprint = {2608.14430}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2608.14430}, }