@article{mp1meanflowtamespolicylearningin1stepfor, title = {MP1: MeanFlow Tames Policy Learning in 1-step for Robotic Manipulation}, author = {Juyi Sheng and Ziyi Wang and Peiming Li and Mengyuan Liu}, year = {2025}, eprint = {2507.10543}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2507.10543}, }