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Hearing the Whispers: Black-Box Membership Inference Attacks on Finetuned TTS Models

Cai, Kunlin et al.
arXiv (All) · Papers
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cryptography-and-securitysound
Text-to-Speech (TTS) foundation models are increasingly fine-tuned on private datasets to synthesize highly personalized voices, introducing severe privacy risks by exposing both biometric identities and sensitive speech content. Existing black-box membership inference attacks (MIAs) follow a two-st
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