PTFlash : A deep learning framework for isothermal two-phase equilibrium calculations. - Jingang Qu; Thibault Faney; Jean-Charles de Hemptinne; Soleiman Yousef; Patrick Gallinari (CoRR, 2022)

Machine Learning model for gas-liquid interface reconstruction in CFD numerical simulations. - Tamon Nakano; Alessandro Michele Bucci; Jean-Marc Gratien; Thibault Faney; Guillaume Charpiat (CoRR, 2022)

HMOE: Hypernetwork-based Mixture of Experts for Domain Generalization. - Jingang Qu; Thibault Faney; Ze Wang; Patrick Gallinari; Soleiman Yousef; Jean-Charles de Hemptinne (CoRR, 2022)

DS-GPS : A Deep Statistical Graph Poisson Solver (for faster CFD simulations). - Matthieu Nastorg; Marc Schoenauer; Guillaume Charpiat; Thibault Faney; Jean-Marc Gratien; Michele Alessandro Bucci (CoRR, 2022)

Multi-Level GNN Preconditioner for Solving Large Scale Problems. - Matthieu Nastorg; Jean-Marc Gratien; Thibault Faney; Michele Alessandro Bucci; Guillaume Charpiat; Marc Schoenauer (IPDPS (Workshops), 2024)

An implicit GNN solver for Poisson-like problems. - Matthieu Nastorg; Michele Alessandro Bucci; Thibault Faney; Jean-Marc Gratien; Guillaume Charpiat; Marc Schoenauer (Comput. Math. Appl., 2024)

Hybrid Newton method for the acceleration of well event handling in the simulation of CO2 storage using supervised learning. - Antoine Lechevallier; Sylvain Desroziers; Thibault Faney; Eric Flauraud; Frédéric Nataf (Comput. Geosci., 2025)

Parametrization and Cartesian representation techniques for robust resolution of chemical equilibria. - Maxime Jonval; Ibtihel Ben Gharbia; Clément Cancès; Thibault Faney; Quang-Huy Tran (J. Comput. Phys., 2025)