Robustness to Programmable String Transformations via Augmented Abstract Training

Yuhao Zhang, Aws Albarghouthi, Loris D'Antoni

Abstract: Deep neural networks for natural language processing tasks are vulnerable to adversarial input perturbations. In this paper, we present a versatile language for programmatically specifying string t...