1 code implementation • 25 Nov 2023 • Luca Eyring, Dominik Klein, Théo Uscidda, Giovanni Palla, Niki Kilbertus, Zeynep Akata, Fabian Theis
We hence establish UOT-FM as a principled method for unpaired image translation.
no code implementations • 13 Oct 2023 • Dominik Klein, Théo Uscidda, Fabian Theis, Marco Cuturi
Optimal transport (OT) theory has reshaped the field of generative modeling: Combined with neural networks, recent \textit{Neural OT} (N-OT) solvers use OT as an inductive bias, to focus on ``thrifty'' mappings that minimize average displacement costs.
no code implementations • 9 Feb 2023 • Théo Uscidda, Marco Cuturi
That gap quantifies how far a map $T$ deviates from the ideal properties we expect from a $c$-OT map.