XOResNet: Exclusive-OR Meta-Residuals Facilitate Deep Spiking Neural Networks Learning

ArXi:2605.30362v1 Announce Type: cross Spiking neural networks (SNNs) hold promise for nstrating superior learning and representation capabilities in deep models. Given the tremendous success of ResNet in deep learning, it would naturally follow to train deep SNNs with residual learning. However, existing residual structures for constructing deep SNNs still present challenges of spike redundancy or information loss, as well as redundant learning.