2 papers
cs.SD2026
MADB: A Large-Scale Music Aesthetics Dataset with Professional and Multi-Dimensional Annotations
Sirui Zhang, Tianle Wang, Xinyi Tong +8
Music aesthetic assessment is a challenging yet underexplored problem, requiring models to capture fine-grained, multi-dimensional human perceptual judgments. Progress in this area…
cs.SD2025
Discovering "Words" in Music: Unsupervised Learning of Compositional Sparse Code for Symbolic Music
Tianle Wang, Sirui Zhang, Xinyi Tong +12
This paper presents an unsupervised machine learning algorithm that identifies recurring patterns -- referred to as ``music-words'' -- from symbolic music data. These patterns are…