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XOResNet introduces OR-ADD shortcut connections and XOR meta-residuals to address spike redundancy and information loss in deep spiking neural networks, achieving state-of-the-art results on Fashion-MNIST, CIFAR-10, CIFAR-100, and miniImageNet.