The reviewers agreed that this was a very interesting submission, well-written and elegant, with a significant theoretical advance in our understanding of the effectiveness of neural networks. This advance nicely builds on previous empirical work by bringing theory to bear on explaining phenomena previously only demonstrated experimentally.