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#adversarial-attacks

2 curated events
papersTODAY 04:00 UTC

Language Model Priors Used for Acoustic Adversarial Attacks on ASR

A new arXiv paper examines how language model priors can be leveraged to craft acoustic adversarial attacks against automatic speech recognition systems. It focuses on real-time ASR, where transcription decisions must be made under strict temporal limits using incomplete audio input. The work suggests that this causal constraint creates an exploitable vulnerability in streaming recognition pipelines.

adversarial-attacks/speech-recognition/language-models/safety
papersSEP 12 04:00 UTC

SMIA: Black-box Attack Targets Voice Authentication and Anti-Spoofing Systems

A new arXiv paper introduces Spectral Masking and Interpolation Attack (SMIA), a black-box adversarial method aimed at voice authentication systems and the anti-spoofing defenses that protect them. The authors note that such systems are increasingly deployed in high-security areas like banking and healthcare, where deep learning has improved accuracy but not eliminated vulnerabilities. The work is a cross-list replacement submission, meaning it revises an existing preprint.

security/adversarial-attacks/voice-authentication/research