Membrane Potential Distribution Adjustment and Parametric Surrogate Gradient in Spiking Neural Networks

Siqi Wang, Tee Hiang Cheng, Meng-Hiot Lim

As an emerging network model, spiking neural networks (SNNs) have aroused significant research attentions in recent years. However, the energy-efficient binary spikes do not augur…