Asymptotic Normality of $U$-Statistics is Equivalent to Convergence in the Wasserstein Distance

Abstract

We prove the claim in the title under mild conditions which are usually satisfied when trying to establish asymptotic normality. We assume strictly stationary and absolutely regular data.