Physical invariance in neural networks for subgrid-scale scalar flux modeling. - Hugo Frezat; Guillaume Balarac; Julien Le Sommer; Ronan Fablet; Redouane Lguensat (CoRR, 2020)

A posteriori learning of quasi-geostrophic turbulence parametrization: an experiment on integration steps. - Hugo Frezat; Julien Le Sommer; Ronan Fablet; Guillaume Balarac; Redouane Lguensat (CoRR, 2021)

A posteriori learning for quasi-geostrophic turbulence parametrization. - Hugo Frezat; Julien Le Sommer; Ronan Fablet; Guillaume Balarac; Redouane Lguensat (CoRR, 2022)

Gradient-free online learning of subgrid-scale dynamics with neural emulators. - Hugo Frezat; Guillaume Balarac; Julien Le Sommer; Ronan Fablet (CoRR, 2023)

Adjoint-based online learning of two-layer quasi-geostrophic baroclinic turbulence. - Fei Er Yan; Hugo Frezat; Julien Le Sommer; Julian Mak; Karl Otness (CoRR, 2024)