Faculty members

Chair

Philippe Moireau, Full Professor

Keywords : Partial differential equations, Control theory, Data assimilation, Numerical Analysis, Biomechanics

Vice-chairs

Vincent Bansaye, Professor

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Keywords : Stochastic processes, Mathematical biology, Random trees and graphs, Population dynamics, Analysis

Aymeric Dieuleveut, Full Professor

Keywords : Machine learning, Federated Learning, Stochastic Optimization, Statistics

Resident Faculty Members

Eduardo Abi-Jaber, Professor

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Keywords : Mathematical Finance, Stochastic Calculus, Numerical Methods, Machine Learning.

Grégoire Allaire, Full Professor

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Keywords : Partial differential equations, Numerical analysis, Optimization, Homogenization and multiscale modeling, Optimal design of structures

Xavier Allamigeon, Assistant Professor

Keywords : Optimization, Tropical Geometry, Combinatorics, Algorithmic game theory, Formalization of mathematics

Jamal Atif, Part time Full Professor

Keywords : Apprentissage Statistique, Intelligence artificielle

Anne Auger, Assistant Professor

Keywords : Numerical Optimization, Derivative-free optimization, Stochastic Algorithms, Markov chains

Clément Bonet, Assistant Professor

Keywords : interface of Optimal Transport, Optimization, Computational Statistics and Deep Learning

Boris Bonev, Assistant Professor

Keywords : Scientific computing, numerical analysis of partial differential equations, scientific machine learning, neural operators, weather and climate forecasting

Maxime Breden, Assistant Professor

Keywords : Computer-assisted proofs, Partial differential equations, Dynamical systems, Numerical Analysis

Andrea Cini, Assistant Professor Monge

Keywords : Machine learning, Time series, Graph processing, Spatiotemporal data, Uncertainty quantification

Luiz Chamon, Assistant Professor Monge

Keywords : Machine learning, Optimization, Trustworthiness, Reinforcement learning, Geometric ML, Signal processing, Control

Stefano De Marco, Professor

Keywords : Probability, Mathematical Finance, Stochastic simulation

Mao Fabrice Djete, Assistant Professor

Keywords : Probability, Stochastic control, Differential games, Financial mathematics, Monte Carlo methods

Marie Doumic, Assistant Professor

Keywords : Analysis of PDEs, Inverse problems, Analysis of experimental data in molecular biology

Alain Durmus, Full Professor

Keywords : Monte Carlo, Sampling, Markov Chain, Stochastic Approximation/Optimization, Bayesian inference

Charles Elbar, Assistant Professor

Keywords : Partial differential equations, Gradient flows, Mathematical biology, Numerical analysis

El Mahdi El Mhamdi, Assistant Professor Monge

Keywords : Distributed systems, Distributed learning, Robustness

Rémi Flamary, Full Professor

Teacher portrait

Keywords : Machine learning, Optimal transport, Signal processing, Domain adaptation, Sparse optimization

Josselin Garnier, Full Professor

Keywords : Probability, Inverse problems, Multiscale analysis, Uncertainty quantification

Stéphane Gaubert, Part time Professor

Keywords : Operations research, Tropical geometry, Discrete optimization, Zero-sum games, Positive dynamical systems

Solenne Gaucher, Assistant Professor

Keywords : statistics, online decision making, algorithmic fairness

Michael Goldman, Assistant Professor

Keywords : Calculus of Variations, Optimal transport, Partial Differential Equations

Andréas Habring, Assistant Professor

Keywords : Inverse problems, mathematical imaging, Langevin sampling, Markov chain Monte Carlo method, scientific machine learning

Sébastien Imperiale, Assistant Professor

Keywords : Partial differential equations, numerical analysis, asymptotic analysis, wave propagation, inverse problems

Robin Khanfir, Assistant Professor

Keywords : Scaling limits, Branching phenomena, Random graphs, Random walks, Criticality

Charles Albert LEHALLE, Full Professor

Keywords : Market microstructure, Mean Field Games, financial markets, machine learning for finance, optimal control, alternative data.

Erwan Le Pennec, Professor

Keywords : Machine Learning, Statistics, Signal processing

Eva Loecherbach, Full Professor

Keywords : Probabilty, Statistics of stochasttic processes, Mathematical modeling in neuroscience

Karim Lounici, Professor

Keywords : Statistical Learning, High-dimensional Statistics, Nonparametric Statistics, Spectral algorithms, Aggregation

Paul Mangold, Assistant Professor

Keywords : Stochastic Optimization, Federated Learning, Privacy, Fairness, Reinforcement Learning

Cyril Marzouk, Assistant Professor

Keywords : Probability, Random graphs, Scaling limits

Marc Massot, Full Professor

Keywords : Numerical analysis, High Performance Computing, Mathematical Modeling of multiscale problems, Partial Differential Equations, Analysis and Simulation of multiscale fluid flows

Flore Nabet, Assistant Professor

Keywords : Numerical analysis, Partial differential equations, Computational mechanics

Huyên Pham, Full Professor

Keywords : Stochastic analysis/control, financial modeling, machine learning, mathematical finance.

Teddy Pichard, Assistant Professor

Keywords : Numerical analysis, Partial differential equations, Kinetic and moment models, Scientific computing

Clément Rey, Assistant Professor

Keywords : Numerical Probability, Stochastic analysis, Stochastic modelling, Markov processes

Nicole Spillane, Assistant Professor

Teacher portrait

Keywords : High performance computing, Domain Decomposiition, Numerical Linear Algebra

Yoan Tardy, Assistant Professor

Keywords : Keller-Segel/ Stochastic analysis / PDE/ Large Deviations

Milica Tomasevic, Assistant Professor

Keywords : Probability, Interacting Particle Systems, McKean Vlasov Processes, Measure Valued Processes, Parabolic PDEs

Non-Resident Faculty Members

Aurélien Alfonsi, Assistant Professor

Keywords : Numerical probability, Financial and insurance modelling, Monte-Carlo methods, Financial risks, Optimal transport

Myriam Al Jamous, Assistant Professor

Keywords : Machine Learning, Federated Learning, Distributed Learning, Model Personalization, Data Science

Jean-Marc Bardet, Assistant Professor

Keywords : Mathematical statistics, Time series and stochastic processes, Limit theorems

Pascal Bianchi, Assistant Professor

Keywords : Numerical optimization, stochastic approximation, reinforcement learning

Victor-Emmanuel Brunel, Assistant Professor

Keywords : Statistics, Learning theory, Geometric inference

Lucas Chesnel, Assistant Professor

Keywords : Partial Differential Equations, Numerical analysis, Waves propagation, Asymptotic analysis, Electromagnetism

Guillaume Dujardin, Assistant Professor

Keywords : numerical analysis, scientific computing, numerical methods for physics

Virginie Ehrlacher, Assistant Professor

Keywords : scientific machine learning, molecular simulation, optimal transport, reduced-order modeling

Olivier Feron, Assistant Professor

Keywords : Market Modelling, Risk management and pricing, Statistical estimation, Forecasting

Gersende Fort, Assistant Professor

Keywords : Statistical Learning, Stochastic Optimization, Monte Carlo methods, Bayesian inverse problems

Sébastien Gadat, Assistant Professor

Keywords : Statistical Learning, Stochastic Optimization, Applied probability

Virginie Galland-Ehrlacher, Assistant Professor

Keywords : Mathematics, Computer Science

Ludovic Goudenège, Assistant Professor

Keywords : Stochastic Partial Differential Equations, Stochastic simulation, Numerical analysis, Probability, Mathematical Finance

Baptiste Goujaud, Assistant Professor

Keywords : First-order optimization ,Machine Learning, Distributed learning

Eric Gourdin, Assistant Professor

Keywords : Optimization, Performance evaluation, Traffic Modelling, Ressources Modelling

Céline Grandmont , Assistant Professor

Keywords : Mathematical modelling, Mathematical and Numerical Analysis of PDEs, Scientific computing

Marc Hoffmann, Assistant Professor

Keywords : Statistics, random processes; nonparametric estimation

Thierry Klein, Assistant Professor

Keywords : Probability, Statistics, Sensitivity analysis, Large main deviation

Igor Kortchemski, Assistant Professor

Keywords : Probability, Random combinatorial structures, Scaling limits

Pierre Latouche, Assistant Professor

Keywords : Computational Statistics, Probabilistic Machine Learning, Statistical Learning

Thomas Leblé, Assistant Professor

Keywords : Probability, Statistical mechanics, Phase transitions, Coulomb gases

Tony Lelièvre, Assistant Professor

Teacher portrait

Keywords : Partial Differential Equation, Monte Carlo methods, Scientific Computing, Computational Statistical Physics

Marine Le Morvan, Assistant Professor

Keywords : Tabular foundation models, Model auditing, Learning from incomplete data

Matthieu Lerasle, Assistant Professor

Keywords : Mathematical statistics, Machine Learning, High dimensional probability

Mathurin Massias, Assistant Professor

Keywords : optimisation, machine learning, benchmarks, generative models

Laurent Massoulié, Assistant Professor

Keywords : Distributed systems and networks, Unsupervised learning, Distributed machine learning

Frédéric Meunier, Assistant Professor

Keywords : Operations Research, Discrete Optimization, Combinatorics

Manon Michel, Assistant Professor

Keywords : Statistical Mechanics, Stochastic Processes, High-dimensional Simulations

Mazyar Mirrahimi, Assistant Professor

Keywords : Quantum Information, Quantum control, Nonlinear control

Hadrien Montanelli, Assistant Professor

Keywords : Numerical Analysis, Scientific Machine Learning, Partial Differential Equations, Inverse Problems

Zacharie Naulet, Assistant Professor

Keywords : Exchangeable models, Bayesian statistics, Nonparametric Statistics

Tabea Rebafka, Assistant Professor

Keywords : Random graph models, Machine Learning, Nonparametric statistics

Umut Simsekli, Assistant Professor

Keywords : Learning Theory, Deep Learning

Arvind Singh, Assistant Professor

Keywords : Probability, Statistical mechanics, Random media, Self-interacting processes

Gabriel Stotlz, Assistant Professor

Keywords : Partial Differential Equations, Monte Carlo methods, Numerical Analysis, Molecular Dynamics, Probabilistic Machine Learning

Adrien Taylor, Assistant Professor

Keywords : numerical optimization, convex optimization, first-order algorithms, semidefinite programming

Nicolas Vieille, Assistant Professor

Keywords : Economic theory, game theory, probability

Anne-Françoise Yao, Assistant Professor

Keywords : Convex Optimization, Stochastic Optimization, Optimal Transport, Finance

Kobeissi Ziad, Assistant Professor

Keywords : Partial differential equations, optimal control, optimization, machine learning.

Hasnaa Zidani, Assistant Professor

Keywords : Control theory, continuous optimization, Partial differential equations, Numerical analysis