2 papers
cs.LG2026
Emulating the Forced Response of Climate Models with Generative Machine Learning
Graham Clyne, Julia Kaltenborn, Peer Nowack +2
Global climate models are essential tools to simulate past and potential future pathways of climate change, as well as associated climate impacts. Shared Socioeconomic Pathways (SS…
physics.ao-ph2025
ArchesClimate: Probabilistic Decadal Ensemble Generation With Flow Matching
Graham Clyne, Guillaume Couairon, Guillaume Gastineau +2
Internal variability is a dominant contributor to the uncertainty of predictions at the interannual to decadal timescale. A typical approach to separating the internal variability…