Search Results for author: Antoine Salmona

Found 2 papers, 1 papers with code

Gromov-Wassertein-like Distances in the Gaussian Mixture Models Space

no code implementations17 Oct 2023 Antoine Salmona, Julie Delon, Agnès Desolneux

Our first contribution is the Mixture Gromov Wasserstein distance (MGW), which can be viewed as a Gromovized version of MW.

Can Push-forward Generative Models Fit Multimodal Distributions?

1 code implementation29 Jun 2022 Antoine Salmona, Valentin De Bortoli, Julie Delon, Agnès Desolneux

More precisely, we show that the total variation distance and the Kullback-Leibler divergence between the generated and the data distribution are bounded from below by a constant depending on the mode separation and the Lipschitz constant.

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