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The Dormant Spiking Neuron: A State-Driven Mechanism for Efficient Spiking Neural Networks

Ma, Ruichen et al.
arXiv (All) · Papers
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computer-vision-and-pattern-recognition
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
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