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Double Reinforcement Learning for Efficient Off-Policy Evaluation in Markov Decision Processes

22 August 2019

Papers citing "Double Reinforcement Learning for Efficient Off-Policy Evaluation in Markov Decision Processes"

21 / 21 papers shown

Title
DOLCE: Decomposing Off-Policy Evaluation/Learning into Lagged and Current Effects Shu Tamano Masanori Nojima OffRL 195 0 0 02 May 2025
Statistical Inference in Reinforcement Learning: A Selective Survey Chengchun Shi OffRL 238 2 0 22 Feb 2025
Evaluation of Active Feature Acquisition Methods for Time-varying Feature Settings Henrik von Kleist Alireza Zamanian I. Shpitser Narges Ahmidi OffRL 183 2 0 03 Dec 2023
Asymptotically Efficient Off-Policy Evaluation for Tabular Reinforcement Learning Ming Yin Yu Wang OffRL 106 82 0 29 Jan 2020
More Efficient Off-Policy Evaluation through Regularized Targeted Learning Aurélien F. Bibaut Ivana Malenica N. Vlassis Mark van der Laan OOD OffRL 42 41 0 13 Dec 2019
Fast rates for empirical risk minimization over càdlàg functions with bounded sectional variation norm Aurélien F. Bibaut Mark van der Laan 37 5 0 22 Jul 2019
Intrinsically Efficient, Stable, and Bounded Off-Policy Evaluation for Reinforcement Learning Nathan Kallus Masatoshi Uehara OffRL 81 54 0 09 Jun 2019
Towards Optimal Off-Policy Evaluation for Reinforcement Learning with Marginalized Importance Sampling Tengyang Xie Yifei Ma Yu Wang OffRL 97 181 0 08 Jun 2019
Characterization of parameters with a mixed bias property A. Rotnitzky Ezequiel Smucler J. M. Robins 66 67 0 07 Apr 2019
Batch Policy Learning under Constraints Hoang Minh Le Cameron Voloshin Yisong Yue OffRL 58 331 0 20 Mar 2019
Non-Parametric Inference Adaptive to Intrinsic Dimension Khashayar Khosravi Greg Lewis Vasilis Syrgkanis 451 7 0 11 Jan 2019
Breaking the Curse of Horizon: Infinite-Horizon Off-Policy Estimation Qiang Liu Lihong Li Ziyang Tang Dengyong Zhou OffRL 158 356 0 29 Oct 2018
Deep Neural Networks Learn Non-Smooth Functions Effectively Masaaki Imaizumi Kenji Fukumizu 145 124 0 13 Feb 2018
More Robust Doubly Robust Off-policy Evaluation Mehrdad Farajtabar Yinlam Chow Mohammad Ghavamzadeh OffRL 76 267 0 10 Feb 2018
Optimal and Adaptive Off-policy Evaluation in Contextual Bandits Yu Wang Alekh Agarwal Miroslav Dudík OffRL 112 222 0 04 Dec 2016
Estimating Dynamic Treatment Regimes in Mobile Health Using V-learning Daniel J. Luckett Eric B. Laber A. Kahkoska D. Maahs E. Mayer‐Davis Michael R. Kosorok 67 137 0 10 Nov 2016
Safe and Efficient Off-Policy Reinforcement Learning Rémi Munos T. Stepleton Anna Harutyunyan Marc G. Bellemare OffRL 138 615 0 08 Jun 2016
Data-Efficient Off-Policy Policy Evaluation for Reinforcement Learning Philip S. Thomas Emma Brunskill OffRL 424 576 0 04 Apr 2016
Doubly Robust Off-policy Value Evaluation for Reinforcement Learning Nan Jiang Lihong Li OffRL 202 623 0 11 Nov 2015
Adaptive Concentration of Regression Trees, with Application to Random Forests Stefan Wager G. Walther 109 25 0 22 Mar 2015
Doubly Robust Policy Evaluation and Optimization Miroslav Dudík D. Erhan John Langford Lihong Li OffRL 182 286 0 10 Mar 2015