@article{optimalityandapproximationwithpolicy, title = {On the Theory of Policy Gradient Methods: Optimality, Approximation, and Distribution Shift}, author = {Alekh Agarwal and Sham M. Kakade and Jason D. Lee and Gaurav Mahajan}, year = {2019}, eprint = {1908.00261}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/1908.00261v5}, }