2026
VoxGuard: Evaluating user and attribute privacy in speech via Membership Inference Attacks
ICASSP 2026poster
Voice anonymization aims to conceal speaker identity and attributes while preserving intelligibility, but current evaluations rely almost exclusively on Equal Error Rate (EER) that obscures whether adversaries can mount high-precision attacks. We argue that privacy should instead be evaluated in the…