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