Towards Practical Control of Singular Values of Convolutional Layers

Alexandra Senderovich, Ekaterina Bulatova, Anton Obukhov +1

In general, convolutional neural networks (CNNs) are easy to train, but their essential properties, such as generalization error and adversarial robustness, are hard to control. Re…