2 papers
physics.ao-ph2026
Learning native eddy-resolving ocean dynamics outperforms coarse emulation and downscaling
Zilu Liu, Tao Zhang, Hailong Liu +8
Eddy-resolving ocean simulations are essential for representing mesoscale dynamics that regulate ocean circulation, energy transport, and climate variability. However, they are cos…
cs.CV2026
TERRA: A Hierarchical Parallel Training and Memory Orchestration Framework for High-Resolution AI-based Earth Modeling
Ruohan Wu, Ziqi Zhu, Yang Zhao +6
Training high-resolution AI-based Earth forecasting models is memory-intensive. Window-based Swin Transformers reduce the quadratic cost of global attention, but existing distribut…