Covering Numbers for Deep ReLU Networks with Applications to Function Approximation and Nonparametric Regression

Weigutian Ou, Helmut Bölcskei

Covering numbers of (deep) ReLU networks have been used to characterize approximation-theoretic performance, to upper-bound prediction error in nonparametric regression, and to qua…