Noise as a Double-Edged Sword: Reinforcement Learning Exploits Randomized Defenses in Neural Networks

Steve Bakos, Pooria Madani, Heidar Davoudi

This study investigates a counterintuitive phenomenon in adversarial machine learning: the potential for noise-based defenses to inadvertently aid evasion attacks in certain scenar…