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Can large-scale vocoded spoofed data improve speech spoofing countermeasure with a self-supervised front end?

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cs.CR 1

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2025 1

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UNVERDICTED 1

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DeePen: Penetration Testing for Audio Deepfake Detection

cs.CR · 2025-02-27 · unverdicted · novelty 6.0

DeePen demonstrates that both production and academic audio deepfake detectors can be reliably deceived by simple signal processing attacks such as time-stretching or echo addition, with some attacks resistible via retraining and others remaining effective.

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  • DeePen: Penetration Testing for Audio Deepfake Detection cs.CR · 2025-02-27 · unverdicted · none · ref 34

    DeePen demonstrates that both production and academic audio deepfake detectors can be reliably deceived by simple signal processing attacks such as time-stretching or echo addition, with some attacks resistible via retraining and others remaining effective.