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