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First-spike coding promotes accurate and efficient spiking neural networks for discrete events with rich temporal structures

Spiking neural networks (SNNs) are well-suited to process asynchronous event-based data. Most of the existing SNNs use rate-coding schemes that focus on firing rate (FR), and so they generally ignore the spike timing in events. On the contrary, methods based on temporal coding, particularly time-to-...

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Detalles Bibliográficos
Autores principales: Liu, Siying, Leung, Vincent C. H., Dragotti, Pier Luigi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10577212/
https://www.ncbi.nlm.nih.gov/pubmed/37849889
http://dx.doi.org/10.3389/fnins.2023.1266003