2025. Fast and scalable Air Quality neural emulator for high-resolution predictions on very large domains. Maxime Beauchamp., Vincent Lécluse, Nicolas Thorr, Anas Oubida, Charles Schillinger, Florent Vasbien, Jérôme Le Paih. Submitted to JGRL.

2025. Enhancing Air Quality simulations with neural downscaling architectures. Beauchamp M., Bessagnet B., Pisoni E., Rey Pommier A., De Meij A. and Thunis P. Atmospheric Sciences Letters., https://doi.org/10.1002/asl.70003

2025. Multiscale neural assimilation scheme for learning Near-Real-Time Level 4 SST products from satellite observations. Beauchamp M.., Karagali I., Gacitúa G., Høyer J.L., Ballarotta M. and Fablet R. Nature Scientific Report, https://doi.org/10.1038/s41598-025-23682-9

2025. Neural variational Data Assimilation with Uncertainty Quantification using SPDE priors. Beauchamp M., Fablet R., Benaı̈chouche S., Tandeo P. and Desassis N. Artificial Intelligence for the Earth Systems. American Meteorological Society. https://doi.org/10.1175/AIES-D-24-0060.1