no code implementations • 6 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.
no code implementations • 2 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.
no code implementations • 14 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.
no code implementations • 2 Feb 2022 • Milena Gazdieva, Litu Rout, Alexander Korotin, Andrey Kravchenko, Alexander Filippov, Evgeny Burnaev
First, the learned SR map is always an optimal transport (OT) map.