Hyoeun Kim

Forget who you Forgot: Speaker Unlearning to Prevent Re-Identification in Zero-Shot Text-to-Speech

GUARD is proposed, a lightweight speaker identity unlearning framework that combines a learned speaker gate with speaker-agnostic activation steering on a frozen TTS backbone that demonstrates that similarity reduction alone may not fully characterize successful speaker identity unlearning and highlights re-identificat...