Offline Policy Evaluation and Optimization under Confounding

29 November 2022

Papers citing "Offline Policy Evaluation and Optimization under Confounding"

8 / 8 papers shown

Title
Off-Policy Evaluation for Sequential Persuasion Process with Unobserved Confounding Nishanth Venkatesh S. Heeseung Bang Andreas A. Malikopoulos OffRL 31 0 0 01 Apr 2025
Two-way Deconfounder for Off-policy Evaluation in Causal Reinforcement Learning Shuguang Yu Shuxing Fang Ruixin Peng Zhengling Qi Fan Zhou C. Shi CML OffRL 82 1 0 08 Dec 2024
A Natural Extension To Online Algorithms For Hybrid RL With Limited Coverage Kevin Tan Ziping Xu OffRL OnRL 34 4 0 07 Mar 2024
Why Online Reinforcement Learning is Causal Oliver Schulte Pascal Poupart CML OffRL 30 1 0 07 Mar 2024
Offline Recommender System Evaluation under Unobserved Confounding Olivier Jeunen Ben London OffRL 19 4 0 08 Sep 2023
Offline Reinforcement Learning with Instrumental Variables in Confounded Markov Decision Processes Zuyue Fu Zhengling Qi Zhaoran Wang Zhuoran Yang Yanxun Xu Michael R. Kosorok OffRL 35 17 0 18 Sep 2022
Pessimism in the Face of Confounders: Provably Efficient Offline Reinforcement Learning in Partially Observable Markov Decision Processes Miao Lu Yifei Min Zhaoran Wang Zhuoran Yang OffRL 51 22 0 26 May 2022
Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems Sergey Levine Aviral Kumar George Tucker Justin Fu OffRL GP 340 1,955 0 04 May 2020