Vincent Souveton

According to our database, Vincent Souveton authored at least 3 papers between 2024 and 2026.

Collaborative distances:

• Dijkstra number of six.
• Erdős number of five.

2026

Statistically-informed surrogate models combining linear dimension reduction and neural networks for blast wave propagation.

Pierre Sochala, Vincent Souveton, Sébastien Terrana

J. Comput. Sci., 2026

2025

Hamiltonian Normalizing Flows as kinetic PDE solvers: application to the 1D Vlasov-Poisson Equations.

Vincent Souveton, Sébastien Terrana

Proceedings of the 2nd ECAI Workshop on "Machine Learning Meets Differential Equations: From Theory to Applications", 2025

2024

Fixed-kinetic Neural Hamiltonian Flows for enhanced interpretability and reduced complexity.

Vincent Souveton, Arnaud Guillin, Jens Jasche, Guilhem Lavaux, Manon Michel

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2024