Boundary Adversarial Examples Against Adversarial Overfitting

Muhammad Zaid Hameed, Beat Buesser

Standard adversarial training approaches suffer from robust overfitting where the robust accuracy decreases when models are adversarially trained for too long. The origin of this p…