2 papers
cs.LG2026
t-SNE Exaggerates Clusters, Provably
Noah Bergam, Szymon Snoeck, Nakul Verma
Central to the widespread use of t-distributed stochastic neighbor embedding (t-SNE) is the conviction that it produces visualizations whose structure roughly matches that of the i…
cs.CG2026
Compressibility Barriers to Neighborhood-Preserving Data Visualizations
Szymon Snoeck, Noah Bergam, Nakul Verma
To what extent is it possible to visualize high-dimensional data in two- or three-dimensional plots? We reframe this question in terms of embedding -vertex graphs (representing…