Evaluating the Stability of Recurrent Neural Models during Training with Eigenvalue Spectra Analysis

Priyadarshini Panda, Efstathia Soufleri, Kaushik Roy

We analyze the stability of recurrent networks, specifically, reservoir computing models during training by evaluating the eigenvalue spectra of the reservoir dynamics. To circumve…