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Sharing leaky-integrate-and-fire neurons for memory-efficient spiking neural networks

Spiking Neural Networks (SNNs) have gained increasing attention as energy-efficient neural networks owing to their binary and asynchronous computation. However, their non-linear activation, that is Leaky-Integrate-and-Fire (LIF) neuron, requires additional memory to store a membrane voltage to captu...

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Detalles Bibliográficos
Autores principales: Kim, Youngeun, Li, Yuhang, Moitra, Abhishek, Yin, Ruokai, Panda, Priyadarshini
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10423932/
https://www.ncbi.nlm.nih.gov/pubmed/37583415
http://dx.doi.org/10.3389/fnins.2023.1230002