PCA++: How Uniformity Induces Robustness to Background Noise in Contrastive Learning

Mingqi Wu, Qiang Sun, Yi Yang

High-dimensional data often contain low-dimensional signals obscured by structured background noise, which limits the effectiveness of standard PCA. Motivated by contrastive learni…