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Xiao-Xiao Miao

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#artificial intelligence Preprint Oct 2026

Exploiting Acoustic and Content-Oriented Speaker Verification Attacks Against Multilingual Voice Anonymization

Attacker ASV systems for voice anonymization have been studied primarily in English, leaving their behavior in multilingual settings largely unexplored. Conventional ASV has shown that both acoustic and contextual information are important for multilingual speaker verification. Inspired by this, we investigate whether...

Ridwan Arefeen, Ze Li, Rong Tong et al. · 0 citations
Preprint Aug 2026

In Defense of Using Worst-case Privacy Disclosure as Privacy Evaluation Metric of Voice Anonymization

The voice anonymization community mainly uses Equal Error Rate (EER) to evaluate the performance of voice identity protection. While alternative metrics such as privacy-ZEBRA and a rank-based metric have been proposed, their underlying assumptions and differences may not be well known, especially to newcomers. This pap...

Xin Wang, Xiao-Xiao Miao · 0 citations

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