Tightening the Dependence on Horizon in the Sample Complexity of Q-Learning

Gen Li 0005, Changxiao Cai, Yuxin Chen 0002, Yuantao Gu, Yuting Wei, Yuejie Chi. Tightening the Dependence on Horizon in the Sample Complexity of Q-Learning. In Marina Meila, Tong Zhang 0001, editors, Proceedings of the 38th International Conference on Machine Learning, ICML 2021, 18-24 July 2021, Virtual Event. Volume 139 of Proceedings of Machine Learning Research, pages 6296-6306, PMLR, 2021. [doi]

Abstract

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