@article{soesampleefficientrobotpolicyselfimprove, title = {SOE: Sample-Efficient Robot Policy Self-Improvement via On-Manifold Exploration}, author = {Yang Jin and Jun Lv and Han Xue and Wendi Chen and Chuan Wen and Cewu Lu}, year = {2025}, eprint = {2509.19292}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2509.19292}, }