2 papers
stat.ML2026
Conditional Distributional Treatment Effects: Doubly Robust Estimation and Testing
Saksham Jain, Alex Luedtke
Beyond conditional average treatment effects, treatments may impact the entire outcome distribution in covariate-dependent ways, for example, by altering the variance or tail risks…
math.ST2015
An Omnibus Nonparametric Test of Equality in Distribution for Unknown Functions
Alexander R. Luedtke, Marco Carone, Mark J. van der Laan
We present a novel family of nonparametric omnibus tests of the hypothesis that two unknown but estimable functions are equal in distribution when applied to the observed data stru…