2 papers
physics.ao-ph2026
Generative data assimilation highlights fronts as key regulators of ocean energy cascade
Scott A. Martin, Georgy E. Manucharyan, Patrice Klein
Mesoscale eddies are fundamental to the ocean circulation, yet the extent to which submesoscale motions, a few kilometers across, influence mesoscale eddy energetics through a kine…
cs.LG2025
Long-Range Distillation: Distilling 10,000 Years of Simulated Climate into Long Timestep AI Weather Models
Scott A. Martin, Noah Brenowitz, Dale Durran +1
Accurate long-range weather forecasting remains a major challenge for AI models, both because errors accumulate over autoregressive rollouts and because reanalysis datasets used fo…