Generalization in multitask deep neural classifiers: a statistical physics approach

We would first like to thank all three reviewers for their thorough, constructive and considered reviews. Appendix A, our model is a nonequilibrium variant of Derrida's Random Energy Model. We will update the final manuscript to describe this analogy more explicitly. As such, this is still a matter of active research. Conditions claimed in L181-184: We will amend the manuscript to indicate that the equation directly preceding eqn.