Generalizing Point Embeddings using the Wasserstein Space of Elliptical Distributions

Boris Muzellec, Marco Cuturi

Neural Information Processing Systems 

Such embeddings have been traditionally recovered by seeking isometric embeddings in lower dimensional Euclidean spaces, as studied in [Johnson and Lindenstrauss, 1984, Bourgain, 1985].