The Interplay between Distribution Parameters and the Accuracy-Robustness Tradeoff in Classification

Alireza Mousavi Hosseini, Amir Mohammad Abouei, Mohammad Hossein Rohban

Adversarial training tends to result in models that are less accurate on natural (unperturbed) examples compared to standard models. This can be attributed to either an algorithmic…