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New wireless backdoor attack targets semantic communication systems

Researchers have identified a new vulnerability in semantic communication systems used in shared wireless networks, where an adversary can launch a selective over-the-air backdoor attack. This attack injects a low-power trigger waveform during training, which can then manipulate semantic inference for one transmitter while leaving others unaffected during testing. To counter this, a trigger-aware defense mechanism has been developed, demonstrating the effectiveness of robust training in protecting semantic labels against such wireless-based attacks. AI

IMPACT Highlights potential security vulnerabilities in emerging semantic communication systems and proposes a defense strategy.

RANK_REASON The cluster contains a research paper detailing a novel attack and defense mechanism in the field of semantic communications.

Read on arXiv cs.LG →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

New wireless backdoor attack targets semantic communication systems

COVERAGE [2]

  1. arXiv cs.LG TIER_1 English(EN) · Yalin E. Sagduyu, Tugba Erpek, Aylin Yener, Sennur Ulukus ·

    Wireless Backdoor Attack and Defense for Semantic Communications over Multiple Access Channel

    arXiv:2606.30595v1 Announce Type: cross Abstract: Semantic communication (SemCom) aims to preserve semantic meaning and task-oriented information beyond conventional message recovery over wireless channels. The adoption of SemCom in shared-access wireless networks introduces new …

  2. arXiv cs.LG TIER_1 English(EN) · Sennur Ulukus ·

    Wireless Backdoor Attack and Defense for Semantic Communications over Multiple Access Channel

    Semantic communication (SemCom) aims to preserve semantic meaning and task-oriented information beyond conventional message recovery over wireless channels. The adoption of SemCom in shared-access wireless networks introduces new vulnerabilities for multi-user semantic inference.…