Minimax rates for heterogeneous causal effect estimation

Minimax rates for heterogeneous causal effect estimation

2 March 2022

Edward H. Kennedy

Sivaraman Balakrishnan

James M. Robins

Larry A. Wasserman

Papers citing "Minimax rates for heterogeneous causal effect estimation"

10 / 10 papers shown

Title
Model-agnostic meta-learners for estimating heterogeneous treatment effects over time Dennis Frauen Konstantin Hess Stefan Feuerriegel 42 7 0 07 Jul 2024
Causality Pursuit from Heterogeneous Environments via Neural Adversarial Invariance Learning Yihong Gu Cong Fang Peter Bühlmann Jianqing Fan OOD CML 80 2 0 07 May 2024
Structure-agnostic Optimality of Doubly Robust Learning for Treatment Effect Estimation Jikai Jin Vasilis Syrgkanis CML 67 1 0 22 Feb 2024
Bounds on Representation-Induced Confounding Bias for Treatment Effect Estimation Valentyn Melnychuk Dennis Frauen Stefan Feuerriegel CML 37 9 0 19 Nov 2023
The Fundamental Limits of Structure-Agnostic Functional Estimation Sivaraman Balakrishnan Edward H. Kennedy Larry A. Wasserman 35 11 0 06 May 2023
Causal isotonic calibration for heterogeneous treatment effects L. Laan Ernesto Ulloa-Pérez M. Carone Alexander Luedtke 31 11 0 27 Feb 2023
$New $\sqrt{n}$-consistent, numerically stable higher-order influence function estimators$ New $\sqrt{n}$ -consistent, numerically stable higher-order influence function estimators Lin Liu Chang Li 31 0 0 16 Feb 2023
Kernel-based off-policy estimation without overlap: Instance optimality beyond semiparametric efficiency Wenlong Mou Peng Ding Martin J. Wainwright Peter L. Bartlett OffRL 40 10 0 16 Jan 2023
Off-policy estimation of linear functionals: Non-asymptotic theory for semi-parametric efficiency Wenlong Mou Martin J. Wainwright Peter L. Bartlett OffRL 41 11 0 26 Sep 2022
A nonparametric doubly robust test for a continuous treatment effect Charles R. Doss Guangwei Weng Lan Wang I. Moscovice T. Chantarat 19 2 0 07 Feb 2022