Frezat, H., Fablet, R., Balarac, G., and Le Sommer, J.: Gradient‐Free Online Learning of Subgrid‐Scale Dynamics With Neural Emulators, Journal of Advances in Modeling Earth Systems, 18, e2023MS004140, 2026.[doi]
Kamm, D., Perezhogin, P., Deshayes, J., Meunier, E., and Barge, A.: Assessing Data‐Driven Eddy‐Parameterizations in an Atlantic Sector Model, Journal of Advances in Modeling Earth Systems, 18, e2026MS005816, 2026.[doi]
Linke, O., Lenhardt, J., Lund, M. T., Merikanto, J., Naakka, T., Nordling, K., Räisänen, P., Samset, B. Ø. H., Thomas, J. L., and Ekman, A. M. L.: Understanding the Spread in Climate Feedbacks and Polar Amplification Using Coordinated Multimodel Experiments and CMIP6, Journal of Climate, 39, 4049–4070, 2026.[doi]
Segur, T., Hough, I., Dobiasova, N., Voisin, D., Richon, C., Angot, H., Thomas, J. L., and Sonke, J. E.: Using the power law size distribution to extrapolate and compare microplastic number and mass concentrations in environmental media, Microplastics and Nanoplastics, 6, 45, 2026.[doi]
Le Roux, E., Tandeo, P., Granero Belinchon, C., Baklouti, M., Le Sommer, J., Sevault, F., Somot, S., Doury, A., and Al Najar, M.: Equation discovery for climate impact: emulating impact models for unexplored climate scenario with interpretable symbolic regression, , 2026.[doi]
Durand, C., Botvynko, D., Frezat, H., Grande, D., Storto, A., Greenberg, D., Fablet, R., Ouala, S., and Le Sommer, J.: Learning-Based Methods and the Future of Numerical Ocean and Sea Ice Modeling, , 2026.[doi]
Barge, A., Le Sommer, J., Storto, A., and Valcke, S.: Deploying Machine Learning components coupled to Earth System Models with OASIS3-MCT (v6) and Eophis (v1.1), , 2026.[doi]
Creamean, J. M., Miller, L. A., Pinxteren, M. van, Crabeck, O., Steiner, N. S., Marelle, L., Deschepper, I., Lapere, R., León-Marcos, A., Pratt, K. A., Thomas, J. L., Da Silva, A., Frey, M. M., Peeken, I., Horowitz, H. M., Willis, M. D., and Price, R.: Polar primary aerosols across the ocean-sea ice-snow-atmosphere interface: From sources to impacts, Elementa: Science of the Anthropocene, 14, 00065, 2026.[doi]
Gómez‐Navarro, L., Van Sebille, E., Morales‐Márquez, V., Hernández‐Carrasco, I., Albert, A., Ubelmann, C., Le Sommer, J., Molines, J. M., and Brodeau, L.: Impact of Tidal Forcing on Surface Particle Transport Properties: Insights From Twin Ocean Simulations, Journal of Advances in Modeling Earth Systems, 18, e2024MS004805, 2026.[doi]
Ishino, S., Willis, M. D., Angot, H., Bartels-Rausch, T., Crabeck, O., Delille, B., Dunne, E., Franklin, E., Haddon, A., Hayashida, H., Joge, S. D., Lapere, R., Lim, H.-G., Mahajan, A. S., Mallet, M. D., Manville, G., Marelle, L., Nomura, D., Pratt, K. A., Peeken, I., Price, R., Simó, R., Stefels, J., Thomas, J. L., Zang, C. L., and Steiner, N.: The biogenic sulfur cycle in the coupled ocean–sea ice–atmosphere system, Elementa: Science of the Anthropocene, 14, 1–60, 2026.[doi]
Bertrand, V., Le Sommer, J., Vianna Zaia De Almeida, V., Samson, A., and Cosme, E.: A robust minimization-based framework for cyclogeostrophic ocean surface current retrieval, Ocean Science, 22, 241–255, 2026.[doi]
Im, U., Samset, B. H., Nenes, A., Thomas, J. L., Kokkola, H., Dubovik, O., Amiridis, V., Arola, A., Bellouin, N., Benedetti, A., Bilde, M., Blichner, S., Decesari, S., Ekman, A. M. L., García-Pando, C. P., Gross, S., Gryspeerdt, E., Hasekamp, O., Kahn, R. A., Laakso, A., Lohmann, U., Marelle, L., Massling, A. H., Myhre, C. L., Pöhlker, M., Quaas, J., Raatikainen, T., Riipinen, I., Schmale, J., Seifert, P., Skov, H., Smith, C., Sporre, M. K., Stier, P., Storelvmo, T., Tsigaridis, K., Diedenhoven, B. van, Virtanen, A., Wandinger, U., Wilcox, L. J., and Zieger, P.: Aerosol-Cloud Interactions: Overcoming a Barrier to Projecting Near-Term Climate Evolution and Risk, AGU Advances, 7, e2025AV001872, 2026.[doi]
Lapere, R., Haddon, A., Price, R., Marelle, L., Monahan, A. H., Steiner, N., Raut, J.-C., Bastien, L., Willis, M. D., and Thomas, J. L.: Marine Secondary Aerosols Are Required for Modeling Clouds in the Arctic, Geophysical Research Letters, 53, e2026GL121724, 2026.[doi]
Uchida, T., Yadidya, B., Bertrand, V., Chang, J.-X. (J., Arbic, B. K., Shriver, J. F., and Le Sommer, J.: A Strictly Geostrophic Product of Sea-Surface Velocities From the SWOT Fast-Sampling Phase, Geophysical Research Letters, 53, e2026GL121978, 2026.[doi]
Botvynko, D., Haslée, P., Gaultier, L., Chapron, B., Montégut, C. de B., Aouni, A. E., Sommer, J. L., and Fablet, R.: Neural ocean forecasting from sparse satellite-derived observations: a case-study for SSH dynamics and altimetry data, , 2025.[doi]
Thornhill, G., Collins, W., Olivié, D., Skeie, R. B., Archibald, A., Bauer, S., Checa-Garcia, R., Fiedler, S., Folberth, G., Gjermundsen, A., Horowitz, L., Lamarque, J.-F., Michou, M., Mulcahy, J., Nabat, P., Naik, V., O’Connor, F. M., Paulot, F., Schulz, M., Scott, C. E., Séférian, R., Smith, C., Takemura, T., Tilmes, S., Tsigaridis, K., and Weber, J.: Climate-driven chemistry and aerosol feedbacks in CMIP6 Earth system models, Atmospheric Chemistry and Physics, 21, 1105–1126, 2021.[doi]