Proceedings of the National Academy of Sciences, Volume 123, Issue 45, November 2026. Significancet-distributed Stochastic Neighborhood Embedding (t-SNE) is one of the most widely used tools for visualizing high-dimensional data across disciplines such as biology, geology, and machine learning. Despite its popularity, its theoretical …