Johannes Grobmann

Deformation Stability of Deep Convolutional Neural Networks on Sobolev Spaces

Our work is based on a recently introduced mathematical theory of deep convolutional neural networks (DCNNs). It was shown that DCNN s are stable with respect to deformations of bandlimited input functions. In the present paper, we generalize this result: We prove deformation stability on Sobolev sp…