Nonparametric Classification on Low Dimensional Manifolds using Overparameterized Convolutional Residual Networks

no code implementations • 4 Jul 2023 • Kaiqi Zhang, Zixuan Zhang, Minshuo Chen, Yuma Takeda, Mengdi Wang, Tuo Zhao, Yu-Xiang Wang

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