Gilles Wainrib

A Random Matrix Approach to Echo-State Neural Networks

Recurrent neural networks, especially in their linear version, have provided many qualitative insights on their performance under different configurations. This article provides, through a novel random matrix framework, the quantitative counterpart of these performance results, specifically in the c…