Proximal Causal Learning of Conditional Average Treatment Effects

26 January 2023

Papers citing "Proximal Causal Learning of Conditional Average Treatment Effects"

10 / 10 papers shown

Title
Quantifying Aleatoric Uncertainty of the Treatment Effect: A Novel Orthogonal Learner Valentyn Melnychuk Stefan Feuerriegel Mihaela van der Schaar CML 210 5 0 05 Nov 2024
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 235 30,089 0 01 Mar 2022
Evaluating Treatment Prioritization Rules via Rank-Weighted Average Treatment Effects Steve Yadlowsky S. Fleming N. Shah Emma Brunskill Stefan Wager 42 64 0 15 Nov 2021
Proximal Causal Inference for Complex Longitudinal Studies Andrew Ying Wang Miao Xu Shi E. T. Tchetgen 61 39 0 15 Sep 2021
Adversarial Estimation of Riesz Representers Victor Chernozhukov Whitney Newey Rahul Singh Vasilis Syrgkanis 46 45 0 30 Dec 2020
An Adversarial Approach to Structural Estimation Tetsuya Kaji E. Manresa G. Pouliot 43 32 0 13 Jul 2020
Towards optimal doubly robust estimation of heterogeneous causal effects Edward H. Kennedy CML 144 322 0 29 Apr 2020
Bayesian Inference of Individualized Treatment Effects using Multi-task Gaussian Processes Ahmed Alaa M. Schaar CML 147 302 0 10 Apr 2017
Learning Representations for Counterfactual Inference Fredrik D. Johansson Uri Shalit David Sontag CML OOD BDL 271 729 0 12 May 2016
Optimal inference in a class of regression models Timothy B. Armstrong M. Kolesár 347 126 0 19 Nov 2015