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Preprint Aug 2026

Benchmarking_Fast_Domain_Adaptation_for_Unsupervised_Speech_Units

Representation learning has attracted great atten- tion and managed to reach good performances as a pretraining method for downstream tasks or as a first step towards unsu- pervised speech modeling. Yet, little is known about how such methods deal with out-of-domain speech and how could they be adapted in a few shot to...

Robin San Roman, Manel Khentout, T. Nguyen et al. · 0 citations
Preprint Aug 2026

InvFlowFD: Reference-Free and Background-Set-Free Perceptual Music Quality Metric with Flow Matching Inversion

Existing reference-free methods for evaluating music perceptual quality alleviate the need for paired noisy-clean data, but they still rely on a background set, which is used to compute aggregated statistics of clean audio samples. In this work, we propose a novel approach that eliminates this requirement, achieving ba...

Alon Ziv, Harel Pogoda, Yossi Adi · 0 citations

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