Research

Publications

• Volume-preserving geometric shape optimization of the Dirichlet energy using variational neural networks -
  Amaury Bélières--Frendo, Emmanuel Franck, Victor Michel-Dansac, and Yannick Privat
  Neural Networks (April 2025)

Software

• GeSONN: GEometric Shape Optimization with Neural Networks, 2024 -
  Amaury Bélières--Frendo, Emmanuel Franck, Victor Michel-Dansac, and Yannick Privat

Communications

Oral presentations

• Séminaire de l'équipe Équations aux Dérivées Partielles - Université Savoie Mont Blanc - Chambéry, France, March 2025 -
• PEPR PDE-AI annual meeting - Université Paris-Cité - Paris, France, March 2025
• Oberseminar "Mathematik des Maschinellen Lernens und Angewandte Analysis" - Julius-Maximilians Universität - Würzburg, Deutschland, December 2024 -
• CANUM 2024 - 46ème Congrès d'Analyse Numérique - Île de Ré, France, May 2024 -
• PhD students' seminar - Strasbourg, France, February 2024
• Inria MACARON team seminar - Belmont, France, February 2024

Posters

• EMS TAG SciML 2025 - Annual Meeting of EMS activity group on Scientific Machine Learning - Milano, Italia, March 2025
• SciML 2024 - Workshop on Scientific Machine Learning - Strasbourg, France, July 2024
• CoMINDS 2024 - Workshop on Computational and Mathematical Methods in Data Science - Delft, Netherlands, April 2024 -

Master thesis

• Optimisation de forme par apprentissage - under the suppervision of Yannick Privat and Victor Michel-Dansac -
  Ecole Nationale Supérieure de Techniques Avancées, Palaiseau, September 2023