Uniform Convergence, Adversarial Spheres and a Simple Remedy

            Gregor Bachmann 1 Seyed-Mohsen Moosavi-Dezfooli 1 Thomas Hofmann 1

             Abstract               of uniform convergence as a tool to bound the capacity of
                                the model (Arora et al., 2018; Bartlett et al., 2019; 2017;
    Previous work has cast doubt on the general
                                Neyshabur et al., 2015; 2018). Recently however, Nagara-
    framework of uniform convergenc ...