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 · 68 citations · Full text

Computing, Computer Science, Electrical Engineering +12

Reconfigurable reservoir computing in a magnetic metamaterial

Ian T. Vidamour, Charles Swindells, G. Venkat et al. · Communications Physics · 2023 · 49 citations · Full text

Natural Sciences, Materials Engineering, Materials Science +12

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 · 41 citations · Full text

Life Sciences, Neuroscience, Computational Neuroscience +13

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 · 29 citations · Full text

Computing, Computer Science, Neuroscience +16

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

Kilian D. Stenning, Jack C. Gartside, Luca Manneschi et al. · Nature Communications · 2024 · 28 citations · Full text

Computing, Computer Science, Artificial Intelligence +13