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cs.LG2025
Generalization Bounds for Semi-supervised Matrix Completion with Distributional Side Information
Antoine Ledent, Mun Chong Soo, Nong Minh Hieu
We study a matrix completion problem where both the ground truth matrix and the unknown sampling distribution over observed entries are low-rank matrices, and \textit{share…
stat.ML2025
Generalization Analysis for Supervised Contrastive Representation Learning under Non-IID Settings
Nong Minh Hieu, Antoine Ledent
Contrastive Representation Learning (CRL) has achieved impressive success in various domains in recent years. Nevertheless, the theoretical understanding of the generalization beha…