$Instance-dependent $\ell_\infty$-bounds for policy evaluation in tabular reinforcement learning$

Instance-dependent $\ell_\infty$ -bounds for policy evaluation in tabular reinforcement learning

19 September 2019

Martin J. Wainwright

Papers citing "Instance-dependent $\ell_\infty$-bounds for policy evaluation in tabular reinforcement learning"

4 / 4 papers shown

Title
Breaking the Sample Size Barrier in Model-Based Reinforcement Learning with a Generative Model Gen Li Yuting Wei Yuejie Chi Yuxin Chen 39 125 0 26 May 2020
On Linear Stochastic Approximation: Fine-grained Polyak-Ruppert and Non-Asymptotic Concentration Wenlong Mou C. J. Li Martin J. Wainwright Peter L. Bartlett Michael I. Jordan 33 75 0 09 Apr 2020
Is Temporal Difference Learning Optimal? An Instance-Dependent Analysis K. Khamaru A. Pananjady Feng Ruan Martin J. Wainwright Michael I. Jordan OffRL 27 47 0 16 Mar 2020
Learning Zero-Sum Simultaneous-Move Markov Games Using Function Approximation and Correlated Equilibrium Qiaomin Xie Yudong Chen Zhaoran Wang Zhuoran Yang 41 124 0 17 Feb 2020