This paper seems a solid theoretical contribution to the area of Variational Bayes, and most of the the reviewers concerns were addressed satisfactorily in the rebuttal, provided the mentioned simulations (particularly vs Skinny Gibbs) and comparisons are included in the final version. We hope that the authors incorporate their rebuttal into the final version, and expand the related work section.