Estimating and Improving Dynamic Treatment Regimes With a Time-Varying Instrumental Variable

15 April 2021

Papers citing "Estimating and Improving Dynamic Treatment Regimes With a Time-Varying Instrumental Variable"

10 / 10 papers shown

Title
A Unified Framework of Policy Learning for Contextual Bandit with Confounding Bias and Missing Observations Siyu Chen Yitan Wang Zhaoran Wang Zhuoran Yang OffRL 36 2 0 20 Mar 2023
A Survey on Causal Reinforcement Learning Yan Zeng Ruichu Cai Gang Hua Libo Huang Zhifeng Hao CML 26 27 0 10 Feb 2023
Robust Fitted-Q-Evaluation and Iteration under Sequentially Exogenous Unobserved Confounders David Bruns-Smith Angela Zhou OffRL 18 9 0 01 Feb 2023
An Instrumental Variable Approach to Confounded Off-Policy Evaluation Yang Xu Jin Zhu C. Shi Shuang Luo R. Song OffRL 21 14 0 29 Dec 2022
Offline Reinforcement Learning for Human-Guided Human-Machine Interaction with Private Information Zuyue Fu Zhengling Qi Zhuoran Yang Zhaoran Wang Lan Wang OffRL 20 0 0 23 Dec 2022
Statistical Estimation of Confounded Linear MDPs: An Instrumental Variable Approach Miao Lu Wenhao Yang Liangyu Zhang Zhihua Zhang OffRL 34 1 0 12 Sep 2022
Strategic Decision-Making in the Presence of Information Asymmetry: Provably Efficient RL with Algorithmic Instruments Mengxin Yu Zhuoran Yang Jianqing Fan OffRL 21 8 0 23 Aug 2022
Adaptive Discretization in Online Reinforcement Learning Sean R. Sinclair Siddhartha Banerjee Chao Yu OffRL 40 15 0 29 Oct 2021
Proximal Reinforcement Learning: Efficient Off-Policy Evaluation in Partially Observed Markov Decision Processes Andrew Bennett Nathan Kallus OffRL 24 41 0 28 Oct 2021
Instrumental Variable Value Iteration for Causal Offline Reinforcement Learning Luofeng Liao Zuyue Fu Zhuoran Yang Yixin Wang Mladen Kolar Zhaoran Wang OffRL 18 34 0 19 Feb 2021