Search Results for author: Milena Gazdieva

Found 4 papers, 0 papers with code

Estimating Barycenters of Distributions with Neural Optimal Transport

no code implementations6 Feb 2024 Alexander Kolesov, Petr Mokrov, Igor Udovichenko, Milena Gazdieva, Gudmund Pammer, Evgeny Burnaev, Alexander Korotin

Given a collection of probability measures, a practitioner sometimes needs to find an "average" distribution which adequately aggregates reference distributions.

Energy-Guided Continuous Entropic Barycenter Estimation for General Costs

no code implementations2 Oct 2023 Alexander Kolesov, Petr Mokrov, Igor Udovichenko, Milena Gazdieva, Gudmund Pammer, Anastasis Kratsios, Evgeny Burnaev, Alexander Korotin

Optimal transport (OT) barycenters are a mathematically grounded way of averaging probability distributions while capturing their geometric properties.

Unbalanced and Light Optimal Transport

no code implementations14 Mar 2023 Milena Gazdieva, Arip Asadulaev, Alexander Korotin, Evgeny Burnaev

We address this challenge and propose a novel theoretically-justified and lightweight unbalanced EOT solver.

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