Author

Scott A. Martin

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#machine learning Dec 2025

Long-Range Distillation: Distilling 10,000 Years of Simulated Climate into Long Timestep AI Weather Models

Long-range distillation is introduced, whereby a long-timestep probabilistic ``student''model is trained to forecast directly at long-range using a huge synthetic dataset generated by an autoregressive ``teacher''model, representing the first demonstration that real-world skill can be improved by training on AI-generat...

Scott A. Martin, Noah D. Brenowitz, Dale R. Durran et al. · arXiv.org · 5 citations

Review Open access Sep 2026

Deep Learning to Infer Ocean Dynamics.

Recent progress in applying deep learning to ocean dynamics is reviewed, including spatiotemporal interpolation of satellite and in situ data, estimation of unobserved ocean variables, neural data assimilation, ocean forecasting, and the development of eddy parameterizations for hybrid models.

G. Manucharyan, Scott A. Martin, D. Balwada et al. · Annual Review of Marine Scie... · 0 citations