AI RESEARCH
A-UTE: Advection Informed, Uncertainty Aware Temperature Emulator
arXiv CS.AI
•
ArXi:2410.21657v5 Announce Type: replace-cross Physics-based Earth system models (ESMs) are essential for attributing climate change and generating scenario projections, yet their reliance on high-resolution numerical integration makes multi-decadal experiments expensive. In parallel, deep learning has delivered strong gains in short-range weather forecasting; however, auto-regressive roll-outs can accumulate error and become unstable when extended to decade-scale climate emulation. We