Spiking neural networks (SNNs) embody a novel and compelling paradigm within the field of deep learning. Unlike traditional artificial neural networks that process information discreetly, SNNs reflect the spiking behavior of natural neurons. This intrinsic characteristic allows them to possess uniqu