Wavelet scattering networks for stable classification in adversarial settings
This work demonstrates the susceptibility of conventional convolutional neural networks to adversarial attacks generated via the Fast Gradient Sign Method on the MNIST dataset, and proposes an alternative based on the wavelet scattering transform, which provides translation-invariant and deformation-stable representati...