Sparsity Double Robust Inference of Average Treatment Effects

Jelena Bradic, Stefan Wager, Yinchu Zhu

Many popular methods for building confidence intervals on causal effects under high-dimensional confounding require strong "ultra-sparsity" assumptions that may be difficult to val…