Luca Manneschi

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 11

Top Topics

Reservoir Computing

Recurrent Neural Networks

Top Venues

IEEE Robotics Autom. Lett.

IEEE Trans. Neural Networks Learn. Syst.

Nat. Mach. Intell.

Publications

Luca Manneschi, Ian T. Vidamour, Kilian D. Stenning, Jack C. Gartside, Charles Swindells, Guru Venkat, David Griffin, Susan Stepney, Will R. Branford, Thomas J. Hayward, Matt O. Ellis, Eleni Vasilaki
Optimising network interactions through device agnostic models. CoRR (2024)
Luca Manneschi, Andrew C. Lin, Eleni Vasilaki
SpaRCe: Improved Learning of Reservoir Computing Systems Through Sparse Representations. IEEE Trans. Neural Networks Learn. Syst. 34 (2) (2023)
Anil Özdemir, Mark Scerri, Andrew B. Barron, Andrew Philippides, Michael Mangan, Eleni Vasilaki, Luca Manneschi
EchoVPR: Echo State Networks for Visual Place Recognition. IEEE Robotics Autom. Lett. 7 (2) (2022)
Luca Manneschi, Guido Gigante, Eleni Vasilaki, Paolo Del Giudice
Signal neutrality, scalar property, and collapsing boundaries as consequences of a learned multi-timescale strategy. PLoS Comput. Biol. 18 (8) (2022)
Dan A. Allwood, Matthew O. A. Ellis, David Griffin, Thomas J. Hayward, Luca Manneschi, Mohammad F. KH Musameh, Simon O'Keefe, Susan Stepney, Charles Swindells, Martin A. Trefzer, Eleni Vasilaki, Guru Venkat, Ian T. Vidamour, Chester Wringe
A perspective on physical reservoir computing with nanomagnetic devices. CoRR (2022)
Luca Manneschi, Matthew O. A. Ellis, Guido Gigante, Andrew C. Lin, Paolo Del Giudice, Eleni Vasilaki
Exploiting Multiple Timescales in Hierarchical Echo State Networks. CoRR (2021)
Anil Özdemir, Andrew B. Barron, Andrew Philippides, Michael Mangan, Eleni Vasilaki, Luca Manneschi
EchoVPR: Echo State Networks for Visual Place Recognition. CoRR (2021)
Luca Manneschi, Matthew O. A. Ellis, Guido Gigante, Andrew C. Lin, Paolo Del Giudice, Eleni Vasilaki
Exploiting Multiple Timescales in Hierarchical Echo State Networks. Frontiers Appl. Math. Stat. 6 (2020)
Luca Manneschi, Eleni Vasilaki
An alternative to backpropagation through time. Nat. Mach. Intell. 2 (3) (2020)
Luca Manneschi, Andrew C. Lin, Eleni Vasilaki
Learning sparsity in reservoir computing through a novel bio-inspired algorithm. CoRR (2019)
Luca Manneschi, Andrew C. Lin, Eleni Vasilaki
SpaRCe: Sparse reservoir computing. CoRR (2019)