Matthieu Cordonnier

On the number of linear functions composing deep neural network: Towards a refined definition of neural networks complexity

The classical approach to measure the expressive power of deep neural networks with piecewise linear activations is based on counting their maximum number of linear regions. This complexity measure is quite relevant to understand general properties of the expressivity of neural networks such as the…