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