Breaking the Sample Complexity Barrier to Regret-Optimal Model-Free Reinforcement Learning

Gen Li 0005, Laixi Shi, Yuxin Chen 0002, Yuantao Gu, Yuejie Chi. Breaking the Sample Complexity Barrier to Regret-Optimal Model-Free Reinforcement Learning. In Marc'Aurelio Ranzato, Alina Beygelzimer, Yann N. Dauphin, Percy Liang, Jennifer Wortman Vaughan, editors, Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, NeurIPS 2021, December 6-14, 2021, virtual. pages 17762-17776, 2021. [doi]

Abstract

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