Preprint
Oct 2026
The Dormant Spiking Neuron: A State-Driven Mechanism for Efficient Spiking Neural Networks
Spiking neural networks (SNNs) offer a compelling pathway toward energy-efficient artificial intelligence, fundamentally anchored in presynaptic input-driven sparsity. However, a substantial yet chronically overlooked source of computational overhead persists: the continuous subthreshold dynamics of postsynaptic neuron...
Rui-Chen Ma, Yi-Cai Chen, Pu-Jun Zhou et al.
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