Before revision:  We demonstrate that our method performs similarly to its non-parametric counterpart while conferring the benefit of a learned parametric mapping (e.g. fast online embeddings for new data).
After revision:  We first demonstrate that Parametric UMAP performs comparably to its non-parametric counterpart while conferring the benefit of a learned parametric mapping (e.g. fast online embeddings for new data).