Uniformly valid confidence intervals for conditional treatment effects in misspecified high-dimensional models

Oliver Dukes, Stijn Vansteelandt

Eliminating the effect of confounding in observational studies typically involves fitting a model for an outcome adjusted for covariates. When, as often, these covariates are high-…