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Xiao-Hui Gao

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#artificial intelligence Preprint Aug 2026

Learning Dynamics of Logits Debiasing for Long-Tailed Semi-Supervised Learning

DyTrim is proposed, a principle-based dynamic pruning framework that reallocates gradient budget through class-aware pruning on labeled data and confidence-based soft pruning on unlabeled data and provides theoretical guarantees that DyTrim reduces class bias and improves generalization.

Yue Cheng, Jia-Jun Zhang, Xiao-Hui Gao et al. · 1 citation

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