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Author

Adam Subel

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#artificial intelligence Review Oct 2026

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, producing well-calibrated ensemble forecasts at reduced cost. We review these advances and consider th...

Tom Beucler, J. Neelin, Hui Su et al. · 0 citations
Preprint Aug 2026

Paleoclimate Boundary Conditions as an Out-of-Sample Test for the Forced Response of Ocean Climate Emulators

AI weather emulators benefit from clear objectives and metrics, which have led to the rapid development of models that outperform traditional benchmarks. In contrast, long-term climate emulators must reliably reproduce forced responses over months to centuries, while relying on training objectives that span a small num...

Adam Subel, L. Zanna · 0 citations

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