3 papers
stat.ML2026
MTSSL: Meta-Thresholding Semi-Supervised Learning
Shuyang Liu, Ziang Zeng, Ruiqiu Zheng +4
A large body of Semi-supervised Learning~(SSL) algorithms encounter the threshold to select pseudo-labels. The value of across different SSL algorithms can vary depending…
cs.SD2025
Hear: Hierarchically Enhanced Aesthetic Representations For Multidimensional Music Evaluation
Shuyang Liu, Yuan Jin, Rui Lin +3
Evaluating song aesthetics is challenging due to the multidimensional nature of musical perception and the scarcity of labeled data. We propose HEAR, a robust music aesthetic evalu…
stat.ML2025
Probability-density-aware Semi-supervised Learning
Shuyang Liu, Ruiqiu Zheng, Yunhang Shen +4
Semi-supervised learning (SSL) assumes that neighbor points lie in the same category (neighbor assumption), and points in different clusters belong to various categories (cluster a…