ibUMAP: Coherent and Scalable Field Evaluation for UMAP Optimization

Bin Chen, Yumeng Xue, Patrick Paetzold +2

UMAP achieves scalable layout optimization through stochastic negative sampling. However, this stochasticity can lead to unstable embeddings across reruns and downstream reuse, as…