Estimating Optimal Infinite Horizon Dynamic Treatment Regimes via pT-Learning

20 October 2021

Papers citing "Estimating Optimal Infinite Horizon Dynamic Treatment Regimes via pT-Learning"

19 / 19 papers shown

Title
Reinforcement Learning for Individual Optimal Policy from Heterogeneous Data Rui Miao Babak Shahbaba Annie Qu OffRL 31 0 0 14 May 2025
Reinforcement Learning with Continuous Actions Under Unmeasured Confounding Yuhan Li Eugene Han Yifan Hu Wenzhuo Zhou Zhengling Qi Yifan Cui Ruoqing Zhu OffRL 165 0 0 01 May 2025
Statistical Inference in Reinforcement Learning: A Selective Survey Chengchun Shi OffRL 69 0 0 22 Feb 2025
Low-Rank Online Dynamic Assortment with Dual Contextual Information Seong Jin Lee Will Wei Sun Yufeng Liu 40 0 0 19 Apr 2024
AI in Pharma for Personalized Sequential Decision-Making: Methods, Applications and Opportunities Yuhan Li Hongtao Zhang Keaven M Anderson Songzi Li Ruoqing Zhu 27 0 0 30 Nov 2023
Stage-Aware Learning for Dynamic Treatments Han Ye Wenzhuo Zhou Ruoqing Zhu Annie Qu 21 1 0 30 Oct 2023
Bi-Level Offline Policy Optimization with Limited Exploration Wenzhuo Zhou OffRL 36 4 0 10 Oct 2023
Stackelberg Batch Policy Learning Wenzhuo Zhou Annie Qu OffRL 35 0 0 28 Sep 2023
Distributional Shift-Aware Off-Policy Interval Estimation: A Unified Error Quantification Framework Wenzhuo Zhou Yuhan Li Ruoqing Zhu Annie Qu OffRL 28 4 0 23 Sep 2023
Off-policy Evaluation in Doubly Inhomogeneous Environments Zeyu Bian C. Shi Zhengling Qi Lan Wang OffRL 27 3 0 14 Jun 2023
Sequential Knockoffs for Variable Selection in Reinforcement Learning Tao Ma Hengrui Cai Zhengling Qi C. Shi Eric B. Laber 29 3 0 24 Mar 2023
Quasi-optimal Reinforcement Learning with Continuous Actions Yuhan Li Wenzhuo Zhou Ruoqing Zhu OffRL 32 5 0 21 Jan 2023
Deep Spectral Q-learning with Application to Mobile Health Yuhe Gao C. Shi R. Song 32 0 0 03 Jan 2023
Doubly Inhomogeneous Reinforcement Learning Liyuan Hu Mengbing Li C. Shi Zhanghua Wu Piotr Fryzlewicz OffRL 31 2 0 08 Nov 2022
Reinforcement Learning in Modern Biostatistics: Constructing Optimal Adaptive Interventions Nina Deliu Joseph Jay Williams B. Chakraborty OffRL 30 5 0 04 Mar 2022
Testing Stationarity and Change Point Detection in Reinforcement Learning Mengbing Li C. Shi Zhanghua Wu Piotr Fryzlewicz OffRL 42 9 0 03 Mar 2022
Statistically Efficient Advantage Learning for Offline Reinforcement Learning in Infinite Horizons C. Shi Shuang Luo Yuan Le Hongtu Zhu R. Song OffRL OnRL 32 10 0 26 Feb 2022
A Multi-Agent Reinforcement Learning Framework for Off-Policy Evaluation in Two-sided Markets C. Shi Runzhe Wan Ge Song Shuang Luo R. Song Hongtu Zhu OffRL 41 6 0 21 Feb 2022
A Batch, Off-Policy, Actor-Critic Algorithm for Optimizing the Average Reward S. Murphy Yanzhen Deng Eric B. Laber H. Maei R. Sutton K. Witkiewitz OffRL 33 22 0 18 Jul 2016