2020
On the Need for Topology-Aware Generative Models for Manifold-Based Defenses
ICLR 2020poster
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, are vulnerable to adversarial examples (slightly perturbed samples that cause mis-classification). Ex…