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Researcher

Noelle Selin

Professor at MIT

Noelle Selin is a professor at MIT in the Department of Earth, Atmospheric and Planetary Sciences and the Institute for Data, Systems, and Society.

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Raffaele FerrariResearcher
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Björn LütjensResearcher
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Duncan Watson-ParrisResearcher
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Simpler Models Can Outperform Deep Learning at Climate Prediction
mit.eduresearchcautiousSep 4, 2025

Simpler physics-based models can generate more accurate climate predictions than state-of-the-art deep-learning models in certain scenarios, challenging the assumption that larger AI models are universally better.

“Study senior author who discusses the importance of incorporating problem fundamentals into climate AI models rather than defaulting to large models.”

AI in Climate ScienceMachine Learning for Weather PredictionAI SafetyFoundation Models