Policy learning "without'' overlap: Pessimism and generalized empirical Bernstein's inequality

19 December 2022

Papers citing "Policy learning "without'' overlap: Pessimism and generalized empirical Bernstein's inequality"

7 / 7 papers shown

Title
On Sample-Efficient Offline Reinforcement Learning: Data Diversity, Posterior Sampling, and Beyond Thanh Nguyen-Tang Raman Arora OffRL 15 3 0 06 Jan 2024
Individualized Policy Evaluation and Learning under Clustered Network Interference Yi Zhang Kosuke Imai OffRL 18 1 0 04 Nov 2023
Optimal Conservative Offline RL with General Function Approximation via Augmented Lagrangian Paria Rashidinejad Hanlin Zhu Kunhe Yang Stuart J. Russell Jiantao Jiao OffRL 33 26 0 01 Nov 2022
Anytime-valid off-policy inference for contextual bandits Ian Waudby-Smith Lili Wu Aaditya Ramdas Nikos Karampatziakis Paul Mineiro OffRL 31 25 0 19 Oct 2022
Upper bounds on the Natarajan dimensions of some function classes Yingji Jin 28 6 0 15 Sep 2022
Pessimistic Model-based Offline Reinforcement Learning under Partial Coverage Masatoshi Uehara Wen Sun OffRL 91 144 0 13 Jul 2021
Estimating means of bounded random variables by betting Ian Waudby-Smith Aaditya Ramdas 49 148 0 19 Oct 2020