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Byzantine attack

technology1 mentionslast seen Nov 6, 2026

Security attack where the relay injects structured, learned perturbations into transmitted signal to degrade semantic inference accuracy.

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Byzantine attackcompetes withsemantic communication80% confidence1 source

Byzantine attack

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Byzantine attackcompetes withsemantic communication

80% confidence1 supporting mentions

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preprintarXivNov 5, 2026AI-Native Task-Oriented Semantic Communications over a Relay: Benefits and Vulnerabilities
a Byzantine attack is formulated in which the relay injects structured, learned perturbations into its transmitted signal. The attack operates on intermediate communication representations subject to channel effects, with perturbations generated through a learned mapping applied at test time. It is shown to significantly degrade semantic inference accuracy at the destination.