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The Ethereal
Audio Adversarial Examples: Targeted Attacks on Speech-to-Text
January 05, 2018 ยท Declared Dead ยท ๐ 2018 IEEE Security and Privacy Workshops (SPW)
"No code URL or promise found in abstract"
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Authors
Nicholas Carlini, David Wagner
arXiv ID
1801.01944
Category
cs.LG: Machine Learning
Cross-listed
cs.AI,
cs.CR
Citations
1.2K
Venue
2018 IEEE Security and Privacy Workshops (SPW)
Last Checked
3 months ago
Abstract
We construct targeted audio adversarial examples on automatic speech recognition. Given any audio waveform, we can produce another that is over 99.9% similar, but transcribes as any phrase we choose (recognizing up to 50 characters per second of audio). We apply our white-box iterative optimization-based attack to Mozilla's implementation DeepSpeech end-to-end, and show it has a 100% success rate. The feasibility of this attack introduce a new domain to study adversarial examples.
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