On Tighter Generalization Bound for Deep Neural Networks: CNNs, ResNets, and Beyond

Xingguo Li, Junwei Lu, Zhaoran Wang +2

We establish a margin based data dependent generalization error bound for a general family of deep neural networks in terms of the depth and width, as well as the Jacobian of the n…