Search Results for author: Augusto Gerolin

Found 3 papers, 0 papers with code

Learning normalizing flows from Entropy-Kantorovich potentials

no code implementations10 Jun 2020 Chris Finlay, Augusto Gerolin, Adam M. Oberman, Aram-Alexandre Pooladian

We approach the problem of learning continuous normalizing flows from a dual perspective motivated by entropy-regularized optimal transport, in which continuous normalizing flows are cast as gradients of scalar potential functions.

Entropy-Regularized $2$-Wasserstein Distance between Gaussian Measures

no code implementations5 Jun 2020 Anton Mallasto, Augusto Gerolin, Hà Quang Minh

As the geometries change by varying the regularization magnitude, we study the limiting cases of vanishing and infinite magnitudes, reconfirming well-known results on the limits of the Sinkhorn divergence.

Uncertainty Quantification

How Well Do WGANs Estimate the Wasserstein Metric?

no code implementations9 Oct 2019 Anton Mallasto, Guido Montúfar, Augusto Gerolin

Generative modelling is often cast as minimizing a similarity measure between a data distribution and a model distribution.

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