Unifying Adversarial Training Algorithms with Flexible Deep Data Gradient Regularization

Alexander G. Ororbia, C. Lee Giles, Daniel Kifer

Many previous proposals for adversarial training of deep neural nets have included di- rectly modifying the gradient, training on a mix of original and adversarial examples, using…