Retrieval-Augmented Convolutional Neural Networks for Improved Robustness against Adversarial Examples

Jake Zhao, Kyunghyun Cho

We propose a retrieval-augmented convolutional network and propose to train it with local mixup, a novel variant of the recently proposed mixup algorithm. The proposed hybrid archi…