Sample Complexity of Offline Reinforcement Learning with Deep ReLU
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Sample Complexity of Offline Reinforcement Learning with Deep ReLU Networks

11 March 2021

Thanh Nguyen-Tang

Svetha Venkatesh

Papers citing "Sample Complexity of Offline Reinforcement Learning with Deep ReLU Networks"

9 / 9 papers shown

Title
On Sample-Efficient Offline Reinforcement Learning: Data Diversity, Posterior Sampling, and Beyond Thanh Nguyen-Tang Raman Arora OffRL 33 3 0 06 Jan 2024
VIPeR: Provably Efficient Algorithm for Offline RL with Neural Function Approximation Thanh Nguyen-Tang R. Arora OffRL 46 5 0 24 Feb 2023
On Instance-Dependent Bounds for Offline Reinforcement Learning with Linear Function Approximation Thanh Nguyen-Tang Ming Yin Sunil R. Gupta Svetha Venkatesh R. Arora OffRL 50 15 0 23 Nov 2022
Understanding Deep Neural Function Approximation in Reinforcement Learning via $ε$ -Greedy Exploration Fanghui Liu Luca Viano V. Cevher 36 16 0 15 Sep 2022
On Gap-dependent Bounds for Offline Reinforcement Learning Xinqi Wang Qiwen Cui S. Du OffRL 71 11 0 01 Jun 2022
Pessimistic Model-based Offline Reinforcement Learning under Partial Coverage Masatoshi Uehara Wen Sun OffRL 96 144 0 13 Jul 2021
On the Proof of Global Convergence of Gradient Descent for Deep ReLU Networks with Linear Widths Quynh N. Nguyen 38 49 0 24 Jan 2021
Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems Sergey Levine Aviral Kumar George Tucker Justin Fu OffRL GP 340 1,960 0 04 May 2020
Double Reinforcement Learning for Efficient Off-Policy Evaluation in Markov Decision Processes Nathan Kallus Masatoshi Uehara OffRL 38 181 0 22 Aug 2019