Author

Waris Quamer

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#machine learning Preprint Sep 2026

VOSSA: Voiceprint Optimization for Streaming Speech Architectures

VOSSA (Voiceprint Optimization for Streaming Speech Architectures), a speaker representation framework that extracts speaker information from intermediate content encoder layers and aggregates using attentive statistics pooling, reduces the need for a separate speaker encoder, and improves F0 dynamics and vowel-discrim...

Mu-Ruei Tseng, Waris Quamer, Ghady Nasrallah et al. · 0 citations

#machine learning Mar 2026

PHONOS: PHOnetic Neutralization for Online Streaming Applications

PHONOS is a streaming module for real-time SA that performs accent neutralization in a privacy sense: reducing accent-origin cues by converting non-native segmental realizations toward a chosen target accent domain.

Waris Quamer, Mu-Ruei Tseng, Ghady Nasrallah et al. · arXiv.org · 1 citation