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2025

Vicente-Sola, Alex and Manna, Davide L. and Kirkland, Paul and Di Caterina, Gaetano and Bihl, Trevor J. (2025) Spiking Neural Networks for event-based action recognition : a new task to understand their advantage. Neurocomputing, 611. 128657. ISSN 0925-2312

2024

Manna, Davide Liberato and Di Caterina, Gaetano and Vicente Sola, Alex and Kirkland, Paul; (2024) An approach to time series forecasting with derivative spike encoding and spiking neural networks. In: Proceedings of the 58th Annual Hawaii International Conference on System Sciences, HICSS 2025. Proceedings of the Annual Hawaii International Conference on System Sciences . Shidler College of Business, University of Hawaii at Manoa, USA. (In Press)

Manna, Davide Liberato and Vicente-Sola, Alex and Kirkland, Paul and Bihl, Trevor Joseph and Di Caterina, Gaetano (2024) Time series forecasting via derivative spike encoding and bespoke loss functions for SNNs. Computers, 13 (8). 202. ISSN 2073-431X

Bent, Graham and Davies, Cai and Roig Vilamala, Marc and Li, Yuhua and Preece, Alun and Di Caterina, Gaetano and Vicente Sola, Alex and Kirkland, Paul and Pearson, Gavin and Tutcher, Benomy; (2024) A demonstration of vector symbolic architecture as an effective integrated technology for AI at the network edge. In: SPIE Sensors + Imaging. SPIE, GBR. (In Press)

Bent, Graham and Davies, Cai and Roig Vilamala, Marc and Li, Yuhua and Preece, Alun and Vicente Sola, Alex and Di Caterina, Gaetano and Kirkland, Paul and Tutcher, Benomy and Pearson, Gavin; (2024) The transformative potential of vector symbolic architecture for cognitive processing at the network edge. In: SPIE Sensors + Imaging. SPIE, GBR. (In Press)

Chaudhari, Pranav and Vicente-Sola, Alex and Basu, Amlan and Manna, Davide L. and Kirkland, Paul and Di Caterina, Gaetano (2024) Sign language recognition using spiking neural networks. Procedia Computer Science, 235. pp. 2674-2683. ISSN 1877-0509

Bihl, Trevor J. and Farr, Patrick and Di Caterina, Gaetano and Kirkland, Paul and Vicente Sola, Alex and Manna, Davide and Liu, Jundong and Combs, Kara; Bui, Tung X., ed. (2024) Exploring spiking neural networks (SNN) for low Size, Weight, and Power (SWaP) benefits. In: Proceedings of the 57th Annual Hawaii International Conference on System Sciences, HICSS 2024. Proceedings of the Annual Hawaii International Conference on System Sciences . Shidler College of Business, University of Hawaii at Manoa, USA, pp. 7561-7570. ISBN 9780998133171

2023

Manna, Davide L. and Vicente-Sola, Alex and Kirkland, Paul and Bihl, Trevor J. and Di Caterina, Gaetano (2023) Frameworks for SNN : a review of data science-oriented software and an expansion of SpykeTorch. In: Engineering Applications and Advances of Artificial Intelligence, 2023-06-14 - 2023-06-17, University of León.

2022

Kirkland, Paul and Manna, Davide and Vicente Sola, Alex and Di Caterina, Gaetano (2022) Unsupervised spiking instance segmentation on event data using STDP features. IEEE Transactions on Computers, 71 (11). pp. 2728-2739. ISSN 0018-9340

Manna, Davide L and Vicente-Sola, Alex and Kirkland, Paul and Bihl, Trevor J and Di Caterina, Gaetano (2022) Simple and complex spiking neurons : perspectives and analysis in a simple STDP scenario. Neuromorphic Computing and Engineering, 2 (4). 044009. ISSN 2634-4386

Vicente-Sola, Alex and Manna, Davide L and Kirkland, Paul and Di Caterina, Gaetano and Bihl, Trevor (2022) Keys to accurate feature extraction using residual spiking neural networks. Neuromorphic Computing and Engineering, 2 (4). 044001. ISSN 2634-4386