Solving the Spike Feature Information Vanishing Problem in Spiking Deep Q Network with Potential Based Normalization. (arXiv:2206.03654v1 [cs.NE])

Brain inspired spiking neural networks (SNNs) have been successfully applied
to many pattern recognition domains. The SNNs based deep structure have
achieved considerable results in perceptual tasks, such as image
classification, target detection. However, the application of deep SNNs in
reinforcement learning (RL) tasks is still a problem to be explored. Although
there have been previous studies on the combination of SNNs and RL, most of
them focus on robotic control problems with shallow networks or using ANN-SNN
conversion method …

arxiv feature information network normalization