2024
DOI: 10.3389/fnins.2024.1449020
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An all integer-based spiking neural network with dynamic threshold adaptation

Chenglong Zou,
Xiaoxin Cui,
Shuo Feng
et al.

Abstract: Spiking Neural Networks (SNNs) are typically regards as the third generation of neural networks due to their inherent event-driven computing capabilities and remarkable energy efficiency. However, training an SNN that possesses fast inference speed and comparable accuracy to modern artificial neural networks (ANNs) remains a considerable challenge. In this article, a sophisticated SNN modeling algorithm incorporating a novel dynamic threshold adaptation mechanism is proposed. It aims to eliminate the spiking s… Show more

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