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Eleni Vasilaki

Department of Computer Science, University of Sheffield

Quantifying the Computational Capability of a Nanomagnetic Reservoir Computing Platform with Emergent Magnetization Dynamics



Ian T Vidamour , Matthew O A Ellis , David Griffin , Guru Venkat , Charles Swindells , Richard W S Dawidek , Thomas J Broomhall , Nina-Juliane Steinke , Joshaniel F K Cooper , Francisco Maccherozzi , Sarnjeet S Dhesi , Susan Stepney , Eleni Vasilaki , Dan A Allwood , Thomas J Hayward


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EchoVPR: Echo State Networks for Visual Place Recognition



Anil Ozdemir , Andrew B. Barron , Andrew Philippides , Michael Mangan , Eleni Vasilaki , Luca Manneschi

* 8 pages, 7 figures, submitted to ICRA 2022 (under review) 

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A Robotic Model of Hippocampal Reverse Replay for Reinforcement Learning



Matthew T. Whelan , Tony J. Prescott , Eleni Vasilaki

* 39 pages, 6 figures, 2 tables, journal, submitted to Bioinspiration and Biomimetics 

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Exploiting Multiple Timescales in Hierarchical Echo State Networks



Luca Manneschi , Matthew O. A. Ellis , Guido Gigante , Andrew C. Lin , Paolo Del Giudice , Eleni Vasilaki


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Memristors -- from In-memory computing, Deep Learning Acceleration, Spiking Neural Networks, to the Future of Neuromorphic and Bio-inspired Computing



Adnan Mehonic , Abu Sebastian , Bipin Rajendran , Osvaldo Simeone , Eleni Vasilaki , Anthony J. Kenyon

* Keywords: memristor, neuromorphic, AI, deep learning, spiking neural networks, in-memory computing 

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A semi-supervised sparse K-Means algorithm



Avgoustinos Vouros , Eleni Vasilaki

* 2 figures 

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SpaRCe: Sparse reservoir computing



Luca Manneschi , Andrew C. Lin , Eleni Vasilaki


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An empirical comparison between stochastic and deterministic centroid initialisation for K-Means variations



Avgoustinos Vouros , Stephen Langdell , Mike Croucher , Eleni Vasilaki

* 17 pages, 6 figures. 15 supplementary pages, 9 supplementary figures 

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