What are the Statistical Limits of Offline RL with Linear Function Approximation?

22 October 2020

Papers citing "What are the Statistical Limits of Offline RL with Linear Function Approximation?"

6 / 56 papers shown

Title
Fast Rates for the Regret of Offline Reinforcement Learning Yichun Hu Nathan Kallus Masatoshi Uehara OffRL 24 30 0 31 Jan 2021
Is Pessimism Provably Efficient for Offline RL? Ying Jin Zhuoran Yang Zhaoran Wang OffRL 27 350 0 30 Dec 2020
Exponential Lower Bounds for Batch Reinforcement Learning: Batch RL can be Exponentially Harder than Online RL Andrea Zanette OffRL 26 71 0 14 Dec 2020
A Variant of the Wang-Foster-Kakade Lower Bound for the Discounted Setting Philip Amortila Nan Jiang Tengyang Xie OffRL 6 23 0 02 Nov 2020
Double Reinforcement Learning for Efficient Off-Policy Evaluation in Markov Decision Processes Nathan Kallus Masatoshi Uehara OffRL 41 183 0 22 Aug 2019
Global Optimality Guarantees For Policy Gradient Methods Jalaj Bhandari Daniel Russo 39 186 0 05 Jun 2019