Machine Learning Without a Processor: Emergent Learning in a Nonlinear Electronic Metamaterial

no code implementations • 1 Nov 2023 • Sam Dillavou, Benjamin D Beyer, Menachem Stern, Andrea J Liu, Marc Z Miskin, Douglas J Durian

Standard deep learning algorithms require differentiating large nonlinear networks, a process that is slow and power-hungry.

Desynchronous Learning in a Physics-Driven Learning Network

no code implementations • 10 Jan 2022 • Jacob F Wycoff, Sam Dillavou, Menachem Stern, Andrea J Liu, Douglas J Durian

In a neuron network, synapses update individually using local information, allowing for entirely decentralized learning.