Improving Generalization of Deep Neural Networks by Leveraging Margin Distribution

Shen-Huan Lyu, Lu Wang, Zhi-Hua Zhou

Recent research has used margin theory to analyze the generalization performance for deep neural networks (DNNs). The existed results are almost based on the spectrally-normalized…