Random matrix theory yields exact bias, variance and MSE formulas for Echo State Networks and shows they avoid the double‑descent error curve of ridge regression. https://getnews.me/random-matrix-theory-reveals-new-insights-for-echo-state-networks/ #echostatenetworks #randommatrix

Contraction, Criticality, and Capacity: A Dynamical-Systems Perspective
on Echo-State Networks
Balasubramanian Raman, Lavanya Sankaranarayanan et al.
Paper
Details
#EchoStateNetworks #DynamicalSystems #NeuralComputation