Greedy Attack and Gumbel Attack: Generating Adversarial Examples for Discrete Data

Puyudi Yang, Jianbo Chen, Cho-Jui Hsieh +2

We present a probabilistic framework for studying adversarial attacks on discrete data. Based on this framework, we derive a perturbation-based method, Greedy Attack, and a scalabl…