Luca Manneschi

A perspective on physical reservoir computing with nanomagnetic devices

D. A. Allwood, Matthew O. A. Ellis, David Griffin et al. · Applied Physics Letters · 2023 · 60 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +20

Reconfigurable reservoir computing in a magnetic metamaterial

Ian T. Vidamour, Charles Swindells, G. Venkat et al. · Communications Physics · 2023 · 39 citations · Full text

Exploiting Multiple Timescales in Hierarchical Echo State Networks

Luca Manneschi, Matthew O. A. Ellis, Guido Gigante et al. · Frontiers in Applied Mathematics and Statistics · 2021 · 37 citations · Full text

SpaRCe: Improved Learning of Reservoir Computing Systems Through Sparse Representations

Luca Manneschi, Andrew C. Lin, Eleni Vasilaki · IEEE Transactions on Neural Networks and Learning Systems · 2021 · 28 citations · Full text

Neuromorphic overparameterisation and few-shot learning in multilayer physical neural networks

Kilian D. Stenning, Jack C. Gartside, Luca Manneschi et al. · Nature Communications · 2024 · 22 citations · Full text