A novel simulation framework for acoustic adversarial attacks shows up to 94.5% relative WER increase on Whisper and wav2vec and defines a Dual-Form SNR to separate stealth from efficacy.
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A certification-inspired dual-gate pipeline (Two-Sided Atomic Audit plus Rank-Based Tournament) reduces WER by up to 55% and provides word- and sentence-level robustness certificates across four ASR architectures.
citing papers explorer
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Room for Error: Large-Scale Simulation of Over-the-Air Acoustic Attacks
A novel simulation framework for acoustic adversarial attacks shows up to 94.5% relative WER increase on Whisper and wav2vec and defines a Dual-Form SNR to separate stealth from efficacy.
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What Was That Again? Certified Robustness for Automatic Speech Recognition
A certification-inspired dual-gate pipeline (Two-Sided Atomic Audit plus Rank-Based Tournament) reduces WER by up to 55% and provides word- and sentence-level robustness certificates across four ASR architectures.