Reviewer

We thank all reviewers for their insightful comments. We subsequently use this characterization to bound the train and test loss in Lemma F.2. "mnist necessarily less complex than cifar10?" [R8] use spectrally normalized margin distributions to show "...if drop-out or batch-norm have any influence on the obtained results" We will add another section on the effect of batch-norm in the revised version.