Generalization Error Analysis of Neural networks with Gradient Based Regularization

Lingfeng Li, Xue-Cheng Tai, Jiang Yang

We study gradient-based regularization methods for neural networks. We mainly focus on two regularization methods: the total variation and the Tikhonov regularization. Applying the…