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Jul 2026

Do Speech Tokens Leak Voiceprints? Speaker Inversion Attacks Against End-to-End Speech Language Models

This work introduces Audio BERT (AuB), a trainable model that constructs token embeddings from discrete codebooks and aggregates them into speaker-sensitive representations, and proposes SpInv, a two-stage inversion method built on AuB to recover embeddings in the space of an attacker-specified speaker encoder.

Ye Lu, Yi-Han Yan, Zhaoyang Zhang et al. · 0 citations

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