We thank the reviewers for their thorough reading of our work

Neural Information Processing Systems 

We thank the reviewers for their thorough reading of our work. Mean Discrepancy (MMD) when the dimensionality goes to infinity. MMD provided that the summation of discrepancies between marginal univariate distributions is large enough. Our work is complementary and differs on several aspects. We will try to add a mention of this weakness in the manuscript.