Jiani Xie
2 indexed papers
Recent (6 mo)
2With code
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226
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Sound×2AI×2Crypto×2ML×2
Frequent co-authors
Research Timeline
2026
Room for Error: Large-Scale Simulation of Over-the-Air Acoustic Attacks
This paper tests the impact of acoustic factors on voice control systems and introduces a Dual-Form Signal to Noise Ratio to decouple source stealth from attack efficacy.
What Was That Again? Certified Robustness for Automatic Speech Recognition
This paper proposes a method to decrease Word Error Rate (WER) and increase recall in Automatic Speech Recognition systems using a certification-inspired mechanism, a Two-Sided Atomic Audit, and a Rank-Based Tournament.
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Papers
cs.SDcs.AIcs.CREmpiricalRecentJun 26, 2026
Room for Error: Large-Scale Simulation of Over-the-Air Acoustic Attacks
Andrew C. Cullen, Neil Marchant, Jiani Xie, Paul Montague +1 more
This paper tests the impact of acoustic factors on voice control systems and introduces a Dual-Form Signal to Noise Ratio to decouple source stealth from attack efficacy.
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cs.LGcs.AIcs.CREmpirical