Discussion of “hypotheses testing by convex optimization”

This is an exciting piece of work. I agree with the authors that developing computationally tractable methods for hypotheses testing is an important problem in statistics that have received little attention to date. In this discussion, I would like to put the emphasis on three points presented in the paper under discussion that are of particular interest.