Optimisation Modélisation Optics Curiosity Vision Nonlinear optics High-speed optical techniques Self-organization Electron beams Optique non-linéaire Metamaterials Active learning Calculus via regularization Laser femtoseconde GENERATION Electron acceleration Éléments finis Shape memory alloys Proximal Algorithm Hamilton-Jacobi equations Electron Periodic media Homogénéisation Ultrafast optics Machine learning Contrôle optimal Filamentation laser Plasma light propagation Waveguide Robotique Spectral theory Optimization Aeroacoustics Filamentation Robotics Control Allocation Reinforcement learning Elastodynamics Fluid-structure interaction Martingale problem COHERENT Intrinsic Motivation Deep learning Numerical simulation Asymptotic analysis Infinite dimensional analysis Finite elements Experiments Damage Stabilité Nonlinear vibrations Homogenization CO2 Developmental robotics Stochastic optimal control Femtosecond laser Helmholtz equation Fatigue Plasma Théorie de la dominance économique Deep Learning Economics Modeling Wave equation State constraints Maxwell equations Waveguides Mediterranean Sea Education Stability Development Domain decomposition method Intrinsic motivation Maxwell's equations Learning Finite element method Backward stochastic differential equations Exploration Plasma density Femtosecond Plasma production by laser Active Learning DSC Robustness Femtoseconde Bifurcation Perfectly matched layers Attoseconde Plasma simulation Wave propagation Error estimates Terahertz Optimal control Plasma physics Plasma accelerators Cornea Simulation Energy Laser Fracture