@article{finitesampleconvergenceboundsfortrust, title = {Finite-Sample Convergence Bounds for Trust Region Policy Optimization in Mean-Field Games}, author = {Antonio Ocello and Daniil Tiapkin and Lorenzo Mancini and Mathieu Laurière and Eric Moulines}, year = {2025}, eprint = {2505.22781}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.22781v1}, }