Learning sparsity in reservoir computing through a novel bio-inspired algorithm. - Luca Manneschi; Andrew C. Lin; Eleni Vasilaki (CoRR, 2019)

SpaRCe: Sparse reservoir computing. - Luca Manneschi; Andrew C. Lin; Eleni Vasilaki (CoRR, 2019)

Exploiting Multiple Timescales in Hierarchical Echo State Networks. - Luca Manneschi; Matthew O. A. Ellis; Guido Gigante; Andrew C. Lin; Paolo Del Giudice; Eleni Vasilaki (Frontiers Appl. Math. Stat., 2020)

An alternative to backpropagation through time. - Luca Manneschi; Eleni Vasilaki (Nat. Mach. Intell., 2020)

EchoVPR: Echo State Networks for Visual Place Recognition. - Anil Özdemir; Andrew B. Barron; Andrew Philippides; Michael Mangan; Eleni Vasilaki; Luca Manneschi (CoRR, 2021)

A perspective on physical reservoir computing with nanomagnetic devices. - Dan A. Allwood; Matthew O. A. Ellis; David Griffin 002; Thomas J. Hayward; Luca Manneschi; Mohammad F. KH Musameh; Simon O'Keefe; Susan Stepney; Charles Swindells; Martin A. Trefzer; Eleni Vasilaki; Guru Venkat; et al. (CoRR, 2022)

Signal neutrality, scalar property, and collapsing boundaries as consequences of a learned multi-timescale strategy. - Luca Manneschi; Guido Gigante; Eleni Vasilaki; Paolo Del Giudice (PLoS Comput. Biol., 2022)

EchoVPR: Echo State Networks for Visual Place Recognition. - Anil Özdemir; Mark Scerri; Andrew B. Barron; Andrew Philippides; Michael Mangan; Eleni Vasilaki; Luca Manneschi (IEEE Robotics Autom. Lett., 2022)

SpaRCe: Improved Learning of Reservoir Computing Systems Through Sparse Representations. - Luca Manneschi; Andrew C. Lin; Eleni Vasilaki (IEEE Trans. Neural Networks Learn. Syst., 2023)

Optimising network interactions through device agnostic models. - Luca Manneschi; Ian T. Vidamour; Kilian D. Stenning; Jack C. Gartside; Charles Swindells; Guru Venkat; David Griffin 002; Susan Stepney; Will R. Branford; Thomas J. Hayward; Matt O. Ellis; Eleni Vasilaki (CoRR, 2024)

Heterogeneous Population Encoding for Multi-joint Regression using sEMG Signals. - Farah Baracat; Luca Manneschi; Elisa Donati (NICE, 2025)