Articles with "spquant snn" as a keyword



SpQuant-SNN: ultra-low precision membrane potential with sparse activations unlock the potential of on-device spiking neural networks applications

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Published in 2024 at "Frontiers in Neuroscience"

DOI: 10.3389/fnins.2024.1440000

Abstract: Spiking neural networks (SNNs) have received increasing attention due to their high biological plausibility and energy efficiency. The binary spike-based information propagation enables efficient sparse computation in event-based and static computer vision applications. However, the… read more here.

Keywords: precision; spquant snn; membrane potential; low precision ... See more keywords