Counterfactual Predictions under Runtime Confounding

Counterfactual Predictions under Runtime Confounding

30 June 2020

Edward H. Kennedy

Alexandra Chouldechova

Papers citing "Counterfactual Predictions under Runtime Confounding"

12 / 12 papers shown

Title
Model-agnostic meta-learners for estimating heterogeneous treatment effects over time Dennis Frauen Konstantin Hess Stefan Feuerriegel 112 7 0 07 Jul 2024
Fairness Through Causal Awareness: Learning Latent-Variable Models for Biased Data David Madras Elliot Creager T. Pitassi R. Zemel FaML 56 133 0 07 Sep 2018
Counterfactual Normalization: Proactively Addressing Dataset Shift and Improving Reliability Using Causal Mechanisms Adarsh Subbaswamy Suchi Saria OOD 42 25 0 09 Aug 2018
Confounding-Robust Policy Improvement Nathan Kallus Angela Zhou CML OffRL 329 152 0 22 May 2018
Distill-and-Compare: Auditing Black-Box Models Using Transparent Model Distillation S. Tan R. Caruana Giles Hooker Yin Lou MLAU 101 185 0 17 Oct 2017
Domain Adaptation by Using Causal Inference to Predict Invariant Conditional Distributions Sara Magliacane T. V. Ommen Tom Claassen Stephan Bongers Philip Versteeg Joris M. Mooij OOD CML 103 236 0 20 Jul 2017
Policy Learning with Observational Data Susan Athey Stefan Wager CML OffRL 447 183 0 09 Feb 2017
Semiparametric theory and empirical processes in causal inference Edward H. Kennedy CML 55 179 0 15 Oct 2015
Estimation and Inference of Heterogeneous Treatment Effects using Random Forests Stefan Wager Susan Athey SyDa CML 352 2,483 0 14 Oct 2015
Interpretable Classification Models for Recidivism Prediction J. Zeng Berk Ustun Cynthia Rudin FaML 71 247 0 26 Mar 2015
Assumptionless consistency of the Lasso S. Chatterjee 62 52 0 23 Mar 2013
Higher order influence functions and minimax estimation of nonlinear functionals J. M. Robins Lingling Li E. T. Tchetgen A. van der Vaart 304 241 0 20 May 2008