On the Effectiveness of Small Input Noise for Defending Against Query-based Black-Box Attacks

Junyoung Byun, Hyojun Go, Changick Kim

While deep neural networks show unprecedented performance in various tasks, the vulnerability to adversarial examples hinders their deployment in safety-critical systems. Many stud…