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Steven C. Sherwood

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#machine learning Preprint Sep 2026

Learning Prognostic Variables for AI Convective Parameterizations via Symbolic Distillation

Hybrid AI-physics climate modeling aims to improve coarse (~100km-resolution) Earth system models by learning to parameterize subgrid processes from high-fidelity data. However, this so far mostly involves local-in-time, diagnostic parameterizations, in which the subgrid state depends only on the current coarse state w...

Jurij Schönfeld, Tom Beucler, Julien Savre et al. · 0 citations

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