On the Need for Topology-Aware Generative Models for Manifold-Based Defenses

Uyeong Jang, Susmit Jha, Somesh Jha

Abstract: ML algorithms or models, especially deep neural networks (DNNs), have shown significant promise in several areas. However, recently researchers have demonstrated that ML algorithms, especially DNNs...