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Climat et environnement

Sciences de l'atmosphère, des océans et du climat.

SciExam for ENSO: Can AI Agents Build Climate Models?

Language-model agents are increasingly asked to carry out open-ended scientific research, yet their results are usually graded against a known answer, a rubric, or a language-model reviewer, none of which can tell whethe...

Artificial intelligence pathways from weather to climate

Deep learning has made rapid advances in weather forecasting: autoregressive models trained on atmospheric reanalyses now rival dynamical models across nowcasting, medium-range, and subseasonal-to-seasonal lead times, pr...

The interface of data assimilation and machine learning

Data assimilation (DA) is the process of combining forecasts from a model with observations in order to optimally estimate the state of a system. This is critical for chaotic systems, such as the atmosphere, since if obs...