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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

This work demonstrates that unconditional Flow Matching inversion via simple Euler integration is sufficient to detect various artificial distortions and accurately rank music generation models against human perceptual judgments, and introduces InvFlowFD, which performs flow inversion and compares a group of inverted s...

Alon Ziv, Harel Pogoda, Yossi Adi · 0 citations

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