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cs.LG2026
Geometric Regularization for Long-Tailed Semi-Supervised Learning via Gaussian Feature Bridges
Hongyang He, Xinyuan Song, Yan Zhong +4
Real-world semi-supervised learning (SSL) often encounters significant challenges with long-tailed label distributions and noisy pseudo-labels, which hinder generalization and ampl…
cs.LG2025
Semi-Supervised Multi-Label Feature Selection with Consistent Sparse Graph Learning
Yan Zhong, Xingyu Wu, Xinping Zhao +4
In practical domains, high-dimensional data are usually associated with diverse semantic labels, whereas traditional feature selection methods are designed for single-label data. M…