How does Labeling Error Impact Contrastive Learning? A Perspective from Data Dimensionality Reduction

Jun Chen; Hong Chen; Yonghua Yu; Yiming Ying

2025 ICML ICML 2025

How does Labeling Error Impact Contrastive Learning? A Perspective from Data Dimensionality Reduction

Abstract

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Authors

Jun Chen, Hong Chen, Yonghua Yu, Yiming Ying

Topics

Machine Learning > Learning Types > Contrastive Learning Machine Learning > Optimization & Theory > Learning Theory Machine Learning > Application Areas > Domain Adaptation

Keywords

contrastive learning singular value decomposition embedding dimension augmentation graph connectivity data dimensionality reduction labeling error

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