General information
The workshop Machine Learning + Simulation takes place from Monday, October 12th to Friday, October 16th 2026, at Mathematics laboratory Jean-Alexandre Dieudonné at Université Côte d’azur, in Valrose campus in Nice.
Topics
The worshop will be focused on machine learning techniques in interaction with classical numerical simulations. All types of simulations are welcome and a large set of application fields is expected. The workshop will cover in particular the following topics (not restrictive):
- construction of parametric surrogate models from simulation outputs
- model calibration, parameters identification and inverse problems
- construction of hybrid models based on both experimental data and simulation results
- data-based pre-treatments for simulations
- deep learning for geometric design, geometry and mesh generation
- machine learning for post-treatment of simulation outputs and visualization
- Physics-informed machine learning
- Hybridization of scientific computing and machine learning
Registration
Additional details will be provided soon …