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Representation Alignment from a Few Paired Data via Distilled Optimal Transport

Kordes, Julien et al.
arXiv (All) · Papers
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artificial-intelligence
Aligning two independently pretrained unimodal encoders typically demands millions of paired examples. In this paper, we study the regime where only $N \sim 100$--$500$ pairs are available, while unpaired data on either side is abundant. Our method expresses every representation by its similarities
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