An Analysis of the Expressiveness of Deep Neural Network Architectures Based on Their Lipschitz Constants

SiQi Zhou, Angela P. Schoellig

Deep neural networks (DNNs) have emerged as a popular mathematical tool for function approximation due to their capability of modelling highly nonlinear functions. Their applicatio…