@article{thesamplecomplexityofonlinereinforcement, title = {The Sample Complexity of Online Reinforcement Learning: A Multi-model Perspective}, author = {Michael Muehlebach and Zhiyu He and Michael I. Jordan}, year = {2025}, eprint = {2501.15910}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2501.15910v2}, }