Explaining and Harnessing Adversarial Examples

Key findings

• Linear behaviour in high dimensions explains adversarial vulnerability - The fast gradient sign method produces adversarial examples in one step - Adversarial training with FGSM examples improves robustness

Sources

• arxiv.orghttps://arxiv.org/abs/1412.6572