Stochastic Security: Adversarial Defense Using Long-Run Dynamics of Energy-Based Models

Mitch Hill, Jonathan Mitchell, Song-Chun Zhu

The vulnerability of deep networks to adversarial attacks is a central problem for deep learning from the perspective of both cognition and security. The current most successful de…