Room for Error: Large-Scale Simulation of Over-the-Air Acoustic Attacks
While voice control is rapidly becoming a ubiquitous vector of human-AI communication, the risks facing these systems remain poorly understood. This is, in part, a product of the difficulties in scaling strictly digital adversarial workflows to the physical world. These scale barriers have led the community to abstract away key acoustic factors relating to detectability and the influence of geometry on acoustics. These methodological and metrological shortcomings undermine our understanding of risk. We illuminate these issues through real-world testing, conceptual discussions, and a novel, high-throughput reality simulation framework. By testing over 8 million adversarial evaluations, we ...
| Authors | Andrew C. Cullen, Neil G. Marchant, Jiani Xie et al. |
|---|---|
| Primary category | cs.SD |
| Published | 26 June 2026 |
| Last updated at source | 30 June 2026 |
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