UMAP 0.6 fidelity gains at scale driven by efficient hard-negative mining

leland_mcinnes · x · 2026-11-11

Most of UMAP 0.6's fidelity gains at scale come from a very efficient form of hard-negative mining, making negative sampling far more effective on very large datasets, plus better handling of high repulsion strengths.

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