Spiking neural networks (SNNs) constitute a novel and promising paradigm within the field of deep learning. Unlike traditional artificial neural networks that process information discreetly, SNNs reflect the spiking behavior of real neurons. This inherent characteristic allows them to demonstrate unique properties such as spike timing-dependent pla