@article{spanagnosticoptimalsamplecomplexityand, title = {Span-Agnostic Optimal Sample Complexity and Oracle Inequalities for Average-Reward RL}, author = {Matthew Zurek and Yudong Chen}, year = {2025}, eprint = {2502.11238}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2502.11238v1}, }