Time-independent Spiking Neuron via Membrane Potential Estimation for Efficient Spiking Neural Networks

Hanqi Chen, Lixing Yu, Shaojie Zhan +2

The computational inefficiency of spiking neural networks (SNNs) is primarily due to the sequential updates of membrane potential, which becomes more pronounced during extended enc…