André Röhm

Reservoir computing with simple oscillators: Virtual and real networks

2018 · arXiv (Cornell University)

The reservoir computing scheme is a machine learning mechanism which utilizes the naturally occuring computational capabilities of dynamical systems. One important subset of systems that has proven powerful both in experiments and theory are delay-systems. …

Implementing a deep neural network using a single nonlinear element and delayed feedback

2023

Optically implemented neural networks promise faster speeds and lower costs. However, large size networks remain challenging. We derive how to emulate a deep neural network with just a single nonlinear element using delayed feedback signals.