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cs.SD2026
Retrieving Individual Stems from Music Mixtures with Slot Embeddings
David Braun, Junyi Fan, Pranay Manocha +2
Music producers search libraries of isolated instrument recordings, called stems, for sounds resembling parts of an existing song. Neural retrieval systems address this by mapping…
cs.SD2026
PrefSQA: Pairwise Preference Prediction for Speech Quality Assessment and the Critical Role of High Quality Datasets
Junyi Fan, Donald S. Williamson
Mean opinion scores (MOS) are widely used for speech quality assessment, yet scalar labels are sensitive to rater variability and listening test differences. This introduces labeli…