On the Robustness of Convolutional Neural Networks to Internal Architecture and Weight Perturbations

Nicholas Cheney, Martin Schrimpf, Gabriel Kreiman

Deep convolutional neural networks are generally regarded as robust function approximators. So far, this intuition is based on perturbations to external stimuli such as the images…