Learning Representations for Counterfactual Inference

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Learning Representations for Counterfactual Inference

12 May 2016

Fredrik D. Johansson

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Papers citing "Learning Representations for Counterfactual Inference"

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Title
Deep Counterfactual Networks with Propensity-Dropout Ahmed Alaa M. Weisz M. Schaar CML OOD BDL 88 88 0 19 Jun 2017
A Deep Causal Inference Approach to Measuring the Effects of Forming Group Loans in Online Non-profit Microfinance Platform T. T. Pham Yuanyuan Shen 3DV 78 19 0 08 Jun 2017
Causal Effect Inference with Deep Latent-Variable Models Christos Louizos Uri Shalit Joris Mooij David Sontag R. Zemel Max Welling CML BDL 340 771 0 24 May 2017
A Large-Scale Exploration of Factors Affecting Hand Hygiene Compliance Using Linear Predictive Models Michael T. Lash Jason Slater P. Polgreen Alberto Maria Segre 23 8 0 06 May 2017
Reliable Decision Support using Counterfactual Models Peter F. Schulam Suchi Saria CML OffRL OOD 149 8 0 30 Mar 2017
Deep Reinforcement Learning: An Overview Yuxi Li OffRL VLM 477 1,602 0 25 Jan 2017
Constructing Effective Personalized Policies Using Counterfactual Inference from Biased Data Sets with Many Features Onur Atan W. Zame Qiaojun Feng M. Schaar OffRL CML 96 13 0 23 Dec 2016
Predicting Counterfactuals from Large Historical Data and Small Randomized Trials Nir Rosenfeld Yishay Mansour E. Yom-Tov CML 124 26 0 24 Oct 2016
A Bayesian Nonparametric Approach for Estimating Individualized Treatment-Response Curves Yanbo Xu Yanxun Xu Suchi Saria CML 180 40 0 18 Aug 2016
Concrete Problems in AI Safety Dario Amodei C. Olah Jacob Steinhardt Paul Christiano John Schulman Dandelion Mané 577 2,520 0 21 Jun 2016
Unsupervised Risk Estimation Using Only Conditional Independence Structure Jacob Steinhardt Percy Liang 150 34 0 16 Jun 2016
Estimating individual treatment effect: generalization bounds and algorithms Uri Shalit Fredrik D. Johansson David Sontag CML OOD 235 12 0 13 Jun 2016
Control of Memory, Active Perception, and Action in Minecraft Michael T. Lash Valliappa Chockalingam Ashwin Balakrishnan Honglak Lee 58 0 0 30 May 2016
Unsupervised Domain Adaptation Using Approximate Label Matching Jordan T. Ash Robert Schapire Barbara E. Engelhardt OOD 160 7 0 16 Feb 2016