@article{sampleefficientdiffusionbasedreinforceme, title = {Sample-Efficient Diffusion-based Reinforcement Learning with Critic Guidance}, author = {Shutong Ding and Zejia Zhong and Zhongyi Wang and Ke Hu and Bikang Pan and Jingya Wang and Ye Shi}, year = {2026}, eprint = {2605.30056}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.30056}, }