Double Robust Representation Learning for Counterfactual Prediction

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Double Robust Representation Learning for Counterfactual Prediction

15 October 2020

Lawrence Carin

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Papers citing "Double Robust Representation Learning for Counterfactual Prediction"

15 / 15 papers shown

Title
Double Reinforcement Learning for Efficient Off-Policy Evaluation in Markov Decision Processes Nathan Kallus Masatoshi Uehara OffRL 79 186 0 22 Aug 2019
Doubly robust off-policy evaluation with shrinkage Yi-Hsun Su Maria Dimakopoulou A. Krishnamurthy Miroslav Dudík OffRL 56 106 0 22 Jul 2019
Learning Weighted Representations for Generalization Across Designs Fredrik D. Johansson Nathan Kallus Uri Shalit David Sontag OOD 68 87 0 23 Feb 2018
Balanced Policy Evaluation and Learning Nathan Kallus CML OffRL 415 142 0 21 May 2017
Generalized Optimal Matching Methods for Causal Inference Nathan Kallus 166 108 0 26 Dec 2016
Optimal and Adaptive Off-policy Evaluation in Contextual Bandits Yu Wang Alekh Agarwal Miroslav Dudík OffRL 112 222 0 04 Dec 2016
Learning Representations for Counterfactual Inference Fredrik D. Johansson Uri Shalit David Sontag CML OOD BDL 282 730 0 12 May 2016
Doubly Robust Off-policy Value Evaluation for Reinforcement Learning Nan Jiang Lihong Li OffRL 202 623 0 11 Nov 2015
Estimation and Inference of Heterogeneous Treatment Effects using Random Forests Stefan Wager Susan Athey SyDa CML 352 2,486 0 14 Oct 2015
Fast Computation of Wasserstein Barycenters Marco Cuturi Arnaud Doucet OT 100 741 0 16 Oct 2013
Robust Inference on Average Treatment Effects with Possibly More Covariates than Observations M. Farrell 319 343 0 18 Sep 2013
Supplementary Appendix for "Inference on Treatment Effects After Selection Amongst High-Dimensional Controls" A. Belloni Victor Chernozhukov Christian B. Hansen 271 1,407 0 27 May 2013
On the definition of a confounder T. VanderWeele I. Shpitser CML AI4CE 73 246 0 02 Apr 2013
Counterfactual Reasoning and Learning Systems Léon Bottou J. Peters J. Q. Candela Denis Xavier Charles D. M. Chickering Elon Portugaly Dipankar Ray Patrice Y. Simard Edward Snelson CML OffRL 385 783 0 11 Sep 2012
Doubly Robust Policy Evaluation and Learning Miroslav Dudík John Langford Lihong Li OffRL 343 697 0 23 Mar 2011

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