2 papers
cs.LG2026
Eddy-Resolving Global Ocean Forecasting with Multi-Scale Graph Neural Networks
Yuta Hirabayashi, Daisuke Matusoka, Konobu Kimura
Research on data-driven ocean models has progressed rapidly in recent years; however, the application of these models to global eddy-resolving ocean forecasting remains limited. Th…
cs.LG2025
Data-driven Mesoscale Weather Forecasting Combining Swin-Unet and Diffusion Models
Yuta Hirabayashi, Daisuke Matsuoka
Data-driven weather prediction models exhibit promising performance and advance continuously. In particular, diffusion models represent fine-scale details without spatial smoothing…