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Yi-Pei Luo

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#machine learning Preprint Sep 2026

Optimal VC Dimension of Contrastive Learning with Margin

Contrastive learning is a successful paradigm for learning $d$-dimensional geometric representations from a collection of ``anchor--positive--negative''triplets $(i,j^{+},k^{-})$, indicating that ``item $i$ is closer to $j$ than to $k$.''Despite its success, understanding why contrastive learning leads to representatio...

Dionysis Arvanitakis, Vaggos Chatziafratis, Yi-Pei Luo et al. · 0 citations