Contraction, Criticality, and Capacity: A Dynamical-Systems Perspective on Echo-State Networks

Pradeep Singh, Lavanya Sankaranarayanan, Balasubramanian Raman

Echo-State Networks (ESNs) distil a key neurobiological insight: richly recurrent but fixed circuitry combined with adaptive linear read-outs can transform temporal streams with re…