There's also Bonsai, it's parameter-free and supposedly 'better' than t-SNE, but it's clearly aimed at visualisation purposes (except that in Bonsai trees, distances between nodes are 'real' which is usually not the case in t-SNE)

https://www.biorxiv.org/content/10.1101/2025.05.08.652944v1....