On the Adversarial Vulnerability of Neural Receivers with Unrolled LDPC Decoders

Neural receivers for 5G New Radio NR match classical model-based receivers in link-level performance, but their robustness to adversarial perturbations at the receiver input remains underexplored. We show that standard gradient-based attacks applied end-to-end through an unrolled low-density...