@article{reinforcementlearningforcontrolwithproba, title = {Reinforcement Learning for Control with Probabilistic Stability Guarantee: A Finite-Sample Approach}, author = {Minghao Han and Lixian Zhang and Chenliang Liu and Zhipeng Zhou and Jun Wang and Wei Pan}, year = {2026}, eprint = {2603.00043}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.00043}, }