Causality and Batch Reinforcement Learning: Complementary Approaches To Planning In Unknown Domains

3 June 2020

Papers citing "Causality and Batch Reinforcement Learning: Complementary Approaches To Planning In Unknown Domains"

28 / 28 papers shown

Title
Estimating Treatment Effects with Observed Confounders and Mediators Shantanu Gupta Zachary Chase Lipton David Benjamin Childers CML 44 17 0 26 Mar 2020
Benchmarking Batch Deep Reinforcement Learning Algorithms Shih-Han Chou Wen-Yen Chang W. Hsu Jianlong Fu OffRL 63 185 0 03 Oct 2019
On Convergence Rate of Adaptive Multiscale Value Function Approximation For Reinforcement Learning Tao Li Quanyan Zhu 25 17 0 22 Aug 2019
An Optimistic Perspective on Offline Reinforcement Learning Rishabh Agarwal Dale Schuurmans Mohammad Norouzi OffRL OnRL 70 69 0 10 Jul 2019
Adapting Neural Networks for the Estimation of Treatment Effects Claudia Shi David M. Blei Victor Veitch CML 148 376 0 05 Jun 2019
Stabilizing Off-Policy Q-Learning via Bootstrapping Error Reduction Aviral Kumar Justin Fu George Tucker Sergey Levine OffRL OnRL 132 1,060 0 03 Jun 2019
Counterfactual Off-Policy Evaluation with Gumbel-Max Structural Causal Models Michael Oberst David Sontag CML OffRL 71 173 0 14 May 2019
Off-Policy Deep Reinforcement Learning without Exploration Scott Fujimoto David Meger Doina Precup OffRL BDL 234 1,613 0 07 Dec 2018
Woulda, Coulda, Shoulda: Counterfactually-Guided Policy Search Lars Buesing T. Weber Yori Zwols S. Racanière A. Guez Jean-Baptiste Lespiau N. Heess CML 114 137 0 15 Nov 2018
Human-level performance in first-person multiplayer games with population-based deep reinforcement learning Max Jaderberg Wojciech M. Czarnecki Iain Dunning Luke Marris Guy Lever ... Joel Z Leibo David Silver Demis Hassabis Koray Kavukcuoglu T. Graepel OffRL 110 727 0 03 Jul 2018
Representation Balancing MDPs for Off-Policy Policy Evaluation Yao Liu Omer Gottesman Aniruddh Raghu Matthieu Komorowski A. Faisal Finale Doshi-Velez Emma Brunskill OffRL 60 75 0 23 May 2018
More Robust Doubly Robust Off-policy Evaluation Mehrdad Farajtabar Yinlam Chow Mohammad Ghavamzadeh OffRL 76 267 0 10 Feb 2018
Safe Policy Improvement with Baseline Bootstrapping Romain Laroche P. Trichelair Rémi Tachet des Combes OffRL 64 201 0 19 Dec 2017
Distributional Reinforcement Learning with Quantile Regression Will Dabney Mark Rowland Marc G. Bellemare Rémi Munos 92 760 0 27 Oct 2017
Data-Efficient Policy Evaluation Through Behavior Policy Search Josiah P. Hanna Philip S. Thomas Peter Stone S. Niekum OffRL 68 43 0 12 Jun 2017
Deep Reinforcement Learning framework for Autonomous Driving Ahmad El-Sallab Mohammed Abdou E. Perot S. Yogamani 89 970 0 08 Apr 2017
Deep Reinforcement Learning: An Overview Yuxi Li OffRL VLM 181 1,539 0 25 Jan 2017
Causal Bandits: Learning Good Interventions via Causal Inference Finnian Lattimore Tor Lattimore Mark D. Reid CML 57 161 0 10 Jun 2016
Learning Representations for Counterfactual Inference Fredrik D. Johansson Uri Shalit David Sontag CML OOD BDL 282 730 0 12 May 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
Semiparametric theory and empirical processes in causal inference Edward H. Kennedy CML 60 179 0 15 Oct 2015
Continuous control with deep reinforcement learning Timothy Lillicrap Jonathan J. Hunt Alexander Pritzel N. Heess Tom Erez Yuval Tassa David Silver Daan Wierstra 320 13,248 0 09 Sep 2015
Doubly Robust Policy Evaluation and Optimization Miroslav Dudík D. Erhan John Langford Lihong Li OffRL 182 286 0 10 Mar 2015
Large-Sample Learning of Bayesian Networks is NP-Hard D. M. Chickering Christopher Meek David Heckerman BDL 129 795 0 19 Oct 2012
The Temporal Logic of Causal Structures Samantha Kleinberg B. Mishra CML 65 62 0 09 May 2012
Doubly Robust Policy Evaluation and Learning Miroslav Dudík John Langford Lihong Li OffRL 343 697 0 23 Mar 2011
Domain Adaptation: Learning Bounds and Algorithms Yishay Mansour M. Mohri Afshin Rostamizadeh 298 799 0 19 Feb 2009