USENIX Security2023Top-tier venue
Near-Ultrasound Inaudible Trojan (Nuit): Exploiting Your Speaker to Attack Your Microphone
Qi Xia, Qian Chen, Shouhuai Xu
Abstract
Voice Control Systems (VCSs) offer a convenient interface for issuing voice commands to smart devices. However, VCS security has yet to be adequately understood and addressed as evidenced by the presence of two classes of attacks: (i) inaudible attacks, which can be waged when the attacker and the victim are in proximity to each other; and (ii) audible attacks, which can be waged remotely by embedding attack signals into audios. In this paper, we introduce a new class of attacks, dubbed near-ultrasound inaudible trojan (NUIT). NUIT attacks achieve the best of the two classes of attacks mentioned above: they are inaudible and can be waged remotely. Moreover, NUIT attacks can achieve end-to-end unnoticeability, which is important but has not been paid due attention in the literature. Another feature of NUIT attacks is that they exploit victim speakers to attack victim microphones and their associated VCSs, meaning the attacker does not need to use any special speaker. We demonstrate the feasibility of NUIT attacks and propose an effective defense against them. Whisper [19] Cable length < 6k No Yes NUIT (This work) Remote 16k-22k No No Attacker embeds audible but human-incomprehensible attack signals into audible base audios (e.g. music) CommanderSong [6] Remote <16k No No Metaphor [7] Remote <6k No No Attacker exploits audible but human-incomprehensible attack signals without using any carrier audios CocainNoodle [20] Remote <6k No No Hidden Voice [21] Remote <6k No No
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Install the CLIlune papers fulltext 4bdb9ab4-f0e7-4cae-9558-c8394b4d8dc0Cited by top-tier papers3
- Sirens' Whisper: Inaudible Near-Ultrasonic Jailbreaks of Speech-Driven LLMsZijian Ling, Pingyi Hu, Xiuyong Gao, Xiaojing Ma et al.USENIX Security 2026 · 185 citations
- SoK: Understanding the Fundamentals and Implications of Sensor Out-of-band VulnerabilitiesShilin Xiao, Wenjun Zhu, Yan Jiang, Kai Wang et al.NDSS 2026 · 3 citations
- Hearing Without Noticing? Attention-Aware Stealthy Black-Box Adversarial Audio AttacksTianyi Xu, Cheng'an Wei, Yue Zhao, Kai ChenICML 2026
Builds on11
- DolphinAttack: Inaudible Voice CommandsGuoming Zhang, Chen Yan, Xiaoyu Ji, Tianchen Zhang et al.CCS 2017 · 753 citations
- Hidden Voice CommandsNicholas Carlini, Pratyush Mishra, Tavish Vaidya, Yuankai Zhang et al.USENIX Security 2016 · 672 citations
- CommanderSong: A Systematic Approach for Practical Adversarial Voice RecognitionXuejing Yuan, Yuxuan Chen, Yue Zhao, Yunhui Long et al.USENIX Security 2018 · 389 citations
- Using Sonar for Liveness Detection to Protect Smart Speakers against Remote AttackersYeonjoon Lee, Yue Zhao, Jiutian Zeng, Kwangwuk Lee et al.UbiComp 2020 · 36 citations
- CapSpeaker: Injecting Voices to Microphones via CapacitorsXiaoyu Ji, Juchuan Zhang, Shui Jiang, Jishen Li et al.CCS 2021 · 21 citations
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