A survey on learning models of spiking neural membrane systems and spiking neural networks

arXiv:2403.18609v1 Announce Type: cross
Abstract: Spiking neural networks (SNN) are a biologically inspired model of neural networks with certain brain-like properties. In the past few decades, this model has received increasing attention in computer science community, owing also to the successful phenomenon of deep learning. In SNN, communication between neurons takes place through the spikes and spike trains. This differentiates these models from the ``standard'' artificial neural networks (ANN) where the frequency of spikes is replaced by real-valued signals. Spiking …

abstract arxiv attention brain community computer computer science cs.cl cs.ne deep learning networks neural networks science snn spiking neural networks survey systems type