Provable Lipschitz Certification for Generative Models

                     Matt Jordan 1 Alexandros G. Dimakis 1

             Abstract                through a variety of nonlinear operators and relate this
                                 to a 2-dimensional geometric problem that we solve op-
    We present a scalable technique for upper bound-      timally. The final norm-maximization that arises turns
    ing the Lipschitz constant of generative models.      out to be equivalent to a mathe ...