Nonparametric Classification on Low Dimensional Manifolds using Overparameterized Convolutional Residual Networks

Zixuan Zhang, Kaiqi Zhang, Minshuo Chen +4

Convolutional residual neural networks (ConvResNets), though overparameterized, can achieve remarkable prediction performance in practice, which cannot be well explained by convent…