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Théo Dumont

3 papers hereh-index 471 citations5 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author3

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • math.OC3

identity via Semantic Scholar / OpenAlex

most citedOn the existence of Monge maps for the Gromov-Wasserstein problem

1 citations · 1 across the 2 of their papers we have counts for

collaborators

3 papers

math.OC2026

Gauss-Newton drifting extends natural gradient descent

Théo Dumont, Théo Lacombe, François-Xavier Vialard

Drifting methods have recently been introduced as a promising new paradigm for training generative models, and have attracted a lot of attention so far. In this work, we focus on h…

math.OC2026

Learning Monge maps with constrained drifting models

Théo Dumont, Théo Lacombe, François-Xavier Vialard

We study the estimation of optimal transport (OT) maps between an arbitrary source probability measure and a log-concave target probability measure. Our contributions are twofold.…

math.OC2022★ 1 cited

On the existence of Monge maps for the Gromov-Wasserstein problem

Théo Dumont, Théo Lacombe, François-Xavier Vialard

The Gromov--Wasserstein problem is a non-convex optimization problem over the polytope of transportation plans between two probability measures supported on two spaces, each equipp…

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