Before revision:  Our experiments on CIFAR-10 and CIFAR-100 show that  \ allows us to train provably Lipschitz, large convolutional neural networks significantly faster than prior works while achieving significant improvements for both standard and certified robust accuracies.
After revision:  Our experiments on CIFAR-10 and CIFAR-100 show that  SOC allows us to train provably Lipschitz, large convolutional neural networks significantly faster than prior works while achieving significant improvements for both standard and certified robust accuracies.