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arXiv — cs.AI

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Representation Alignment from a Few Paired Data via Distilled Optimal Transport

arXiv:2610.12781v1 Announce Type: new Abstract: 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…

arXiv — cs.AIBy: Julien Kordes, Reuben DorentOctober 12, 2026 (Oct 12)
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  • arXiv:2610.12781v1 Announce Type: new Abstract: 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…
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Representation Alignment from a Few Paired Data via Distilled Optimal Transport

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