VOSSA: Voiceprint Optimization for Streaming Speech Architectures

arXiv:2609.38887 · eess.AS, cs.CL, cs.LG · Submitted 2026-09-30 · Read on arXiv

eess.AS, cs.CL, cs.LG

Submitted: 2026-09-30

Updated: 2026-10-04

Project page: https://morris88826.github.io/VOSSA

Terminology

• Embeddings — 17× in this paper · explained in 2 episodes
• Representation Learning — 5× in this paper · explained in 2 episodes
• Verification — 3× in this paper · explained in 2 episodes
• Alignment — 2× in this paper · explained in 1 episode
• Consistency — 2× in this paper · explained in 3 episodes
• Cosine Similarity — 2× in this paper · explained in 3 episodes
• IEEE Automatic Speech Recognition and Understanding Workshop — 2× in this paper
• Mean Opinion Score — 2× in this paper
• Pseudo-labels — 2× in this paper · explained in 2 episodes
• Regularization — 2× in this paper · explained in 3 episodes
• Wasserstein Distance — 2× in this paper · explained in 4 episodes
• Accuracy — 1× in this paper · explained in 1 episode
• Aggregation — 1× in this paper · explained in 1 episode
• Centre for Speech Technology Research — 1× in this paper
• Contrastive Learning — 1× in this paper · explained in 5 episodes
• Generative AI — 1× in this paper · explained in 2 episodes
• Generative Model — 1× in this paper · explained in 2 episodes
• Intelligence Advanced Research Projects Activity — 1× in this paper
• Transformer — 1× in this paper · explained in 2 episodes

Related papers

• X-VC: Zero-shot Streaming Voice Conversion in Codec Space
• Autoregressive Guidance of Deep Spatially Selective Filters using Bayesian Tracking for Efficient Extraction of Moving Speakers
• Anonymization, Not Elimination: Utility-Preserved Speech Anonymization
• Towards Audio Token Compression in Large Audio Language Models
• WaveScat: Wavelet Scattering Front-Ends with Self-Supervised Features for Speech Deepfake Detection
• ProPS: Prompted Profile Synthesis for Natural Language-Conditioned Speaker Embedding Distributions