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Author

Jie Wang

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Jul 2026

Robust Ensemble Learning Under Label Noise: A Theoretical Analysis and Framework-Specific Solutions.

This article utilizes bias-variance-diversity (BVD) decomposition theory to examine the impact of noisy labels on three mainstream ensemble paradigms: Bagging, Boosting, and Stacking and characterizes the mechanisms behind performance degradation.

Guanxiong He, Jie Wang, Zhiyong Li et al. · 1 citation

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