Search Results for author: Matthew O. A. Ellis

Found 2 papers, 1 papers with code

Machine learning using magnetic stochastic synapses

1 code implementation3 Mar 2023 Matthew O. A. Ellis, Alex Welbourne, Stephan J. Kyle, Paul W. Fry, Dan A. Allwood, Thomas J. Hayward, Eleni Vasilaki

For single measurements, the rule results in binary synapses with minimal stochasticity, sacrificing potential performance for robustness.

Exploiting Multiple Timescales in Hierarchical Echo State Networks

no code implementations11 Jan 2021 Luca Manneschi, Matthew O. A. Ellis, Guido Gigante, Andrew C. Lin, Paolo del Giudice, Eleni Vasilaki

Echo state networks (ESNs) are a powerful form of reservoir computing that only require training of linear output weights whilst the internal reservoir is formed of fixed randomly connected neurons.

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