Understanding the functional roles of modelling components in spiking neural networks

Understanding the functional roles of modelling components in spiking neural networks

Spiking neural networks (SNNs), inspired by the neural circuits of the brain, are promising in achieving high computational efficiency with biological fidelity. Nevertheless, it is quite difficult to optimize SNNs because the functional roles of their modelling components remain unclear. By designin...

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Bibliographic Details
Main Authors: Huifeng Yin, Hanle Zheng, Jiayi Mao, Siyuan Ding, Xing Liu, Mingkun Xu, Yifan Hu, Jing Pei, Lei Deng
Format: Article
Language:English
Published: IOP Publishing 2024-01-01
Series:Neuromorphic Computing and Engineering
Subjects:
spiking neural networks
neuromorphic computing
functional roles
modelling components
robustness
Online Access:https://doi.org/10.1088/2634-4386/ad6cef
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