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cs.SD2026
Is One Score Enough? Assessing Singing Quality of Songs with Temporal Score Curves
Yishan Lv, Jing Luo, Xinyu Yang +1
Singing Quality Assessment (SQA) has become increasingly important for practical multimedia applications and Music AI systems, yet existing studies predominantly focus on short sin…
cs.SD2026
Song Aesthetics Evaluation with Multi-Stem Attention and Hierarchical Uncertainty Modeling
Yishan Lv, Jing Luo, Boyuan Ju +4
Music generative artificial intelligence (AI) is rapidly expanding music content, necessitating automated song aesthetics evaluation. However, existing studies largely focus on spe…