Detecting sparse heterogeneous mixtures in a two-sample problem

We consider the problem of detecting sparse heterogeneous mixtures in a two-sample setting from nonparametric perspective, where effect manifests itself as positive shift. suggest higher criticism test, and show that it is first-order comparable to likelihood ratio test for generalized Gaussian mixture models all sparsity regimes.