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American University of Beirut
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Federated GANs for semantic communication suffer catastrophic drift under non-IID data, but keeping discriminators strictly local while conditioning generation on physical SNR yields up to a 58.2% recovery in reconstructed text fidelity.
SignDeepSC achieves robust semantic communication by leveraging a compact semantic signature, outperforming traditional defenses without sacrificing performance in clean conditions.
