Department of Computer Sciences, University of Wisconsin–Madison, Madison, WI, USA; XaiPient, Princeton, NJ, USA; Department of Computer Sciences, University of Wisconsin–Madison, Madison, WI, USA; Computer Science Laboratory, SRI International, Menlo Park, CA, USA
Manifold-based Defense;Robust Learning;Adversarial Attacks
On the Need for Topology-Aware Generative Models for Manifold-Based Defenses