Robust Semantic Communication Enabled by Spiking Neural Networks
The robustness of deep learning-based semantic communication systems remains a major challenge due to the vulnerability of artificial neural networks (ANNs) to adversarial attacks and the lack of clear robustness mechanisms in such models. Existing approaches often rely on data augmentation, which is training-intensive...