Abstract Causal effects are often characterized with averages, which can give an incomplete picture of the underlying counterfactual distributions. Here we consider estimating entire density and generic functionals thereof. We focus on two kinds target parameters: approximations distance between densities. study nonparametric efficiency bounds, giving results for smooth but otherwise models dis...