Doubly-robust inference and optimality in structure-agnostic models with smoothness

Matteo Bonvini, Edward H. Kennedy, Oliver Dukes +1

We study the problem of constructing an estimator of the average treatment effect (ATE) with observational data. The celebrated doubly-robust, augmented-IPW (AIPW) estimator genera…