Nuisance Function Tuning and Sample Splitting for Optimally Estimating a Doubly Robust Functional

Sean McGrath, Rajarshi Mukherjee

Estimators of doubly robust functionals typically rely on estimating two complex nuisance functions, such as the propensity score and conditional outcome mean for the average treat…