Robustness to Programmable String Transformations via Augmented Abstract Training

Yuhao Zhang, Aws Albarghouthi, Loris D'Antoni

Deep neural networks for natural language processing tasks are vulnerable to adversarial input perturbations. In this paper, we present a versatile language for programmatically sp…