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Le-Yang Qin

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Review Open access Sep 2026

Spiking Neural Network Chips for Low-Power Real-Time Edge Intelligence

Edge devices require short response time and low active and idle power, yet conventional neural-network hardware repeatedly moves weights and activations between memory and processing units. Spiking neural network (SNN) chips address this problem with event-driven communication, persistent neuron state, and local synap...

Le-Yang Qin · 0 citations

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