Reviews: How to Initialize your Network? Robust Initialization for WeightNorm & ResNets

Neural Information Processing Systems 

All reviewers are positive about the paper. The paper introduces a new initialization scheme for ResNets. The experimental results the authors present are extensive. The proposed initialization scheme appears to be quite effective empirically. The discussion of the results is particularly careful and nuanced.