Small Transformers Compute Universal Metric Embeddings

Anastasis Kratsios, Valentin Debarnot, Ivan Dokmanić

We study representations of data from an arbitrary metric space $\mathcal{X}$ in the space of univariate Gaussian mixtures with a transport metric (Delon and Desolneux 2020). We de…