Femtosecond laser Intrinsic motivation COHERENT Ultrafast optics Stabilité Infinite dimensional analysis GENERATION Gas hydrates Helmholtz equation Environment Active learning Femtosecond Robotique Cornea Wave propagation Probabilistic representation of PDEs Terahertz Economics Periodic media Simulation Fluid-structure interaction Chassis Systems Optimization Curiosity Maxwell's equations Deep Learning Optimal control Optimisation Energy Shape memory alloys Active Learning Optics Hamilton-Jacobi equations Finite element method Robotics Femtoseconde Backward stochastic differential equations Plasma production by laser Calculus via regularization Plasma light propagation Attoseconde Error estimates Waveguide Exploration Martingale problem Learning Development Asymptotic analysis Plasma accelerators Control Allocation Robustness Modélisation T-coercivity Laser Modeling Éléments finis Numerical simulation DSC Nonlinear vibrations Hybrid systems Reinforcement learning Mediterranean Sea Machine learning State constraints Electron acceleration Nonlinear optics Spectral theory Filamentation Drag reduction Stability Théorie de la dominance économique Wave equation CO2 Plasma High-speed optical techniques Vision Intrinsic Motivation Sadco Finite elements Fatigue Laser femtoseconde Developmental robotics Electron beams Optique non-linéaire Homogénéisation Excitons Plasma physics Electron Damage Laser-plasma accelerator Homogenization Elastodynamics Maxwell equations Education Commerce international Plasma simulation Filamentation laser Stochastic optimal control Self-organization Reinforced concrete