Detecting Textual Adversarial Examples Based on Distributional Characteristics of Data Representations

Na Liu, Mark Dras, Wei Emma Zhang

Although deep neural networks have achieved state-of-the-art performance in various machine learning tasks, adversarial examples, constructed by adding small non-random perturbatio…