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News/Differential rank preservation manifold learning
arxiv
PublishedNovember 2, 2026 at 5:00 AM

Differential rank preservation manifold learning

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arXiv:2610.41107v1 Announce Type: cross Abstract: Manifold learning methods like t-SNE and UMAP preserve local neighborhoods, but they do not preserve the ranking of the neighbors inside them. Two embeddings can return the same neighbor set while disagreeing on which point is closest. This loss of o

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