no code implementations • 22 Jan 2021 • Todd Huster, Jeremy E. J. Cohen, Zinan Lin, Kevin Chan, Charles Kamhoua, Nandi Leslie, Cho-Yu Jason Chiang, Vyas Sekar
A Pareto GAN leverages extreme value theory and the functional properties of neural networks to learn a distribution that matches the asymptotic behavior of the marginal distributions of the features.
no code implementations • 25 Jul 2018 • Todd Huster, Cho-Yu Jason Chiang, Ritu Chadha
Several recent papers have discussed utilizing Lipschitz constants to limit the susceptibility of neural networks to adversarial examples.