Sparse-firing regularization methods for spiking neural networks with time-to-first-spike coding

Abstract The training of multilayer spiking neural networks (SNNs) using the error backpropagation algorithm has made significant progress in recent years. Among the various training schemes, the error backpropagation method that directly uses the firing time of neurons has attracted considerable at...

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Bibliographic Details
Main Authors: Yusuke Sakemi, Kakei Yamamoto, Takeo Hosomi, Kazuyuki Aihara
Format: Article
Language:English
Published: Nature Portfolio 2023-12-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-023-50201-5