2 papers
physics.ao-ph2026
How Do AI Climate Models Respond to Warming Across Climate Zones?
Charlotte C. Merchant, Milan Klöwer, Bradley Stanley-Clamp +4
Regional climate zones are expected to shift under global warming. Whether AI climate models have learned to generalize climate-zone distributions under warming in a physically mea…
cs.LG2026
No Epoch Like the Present: Robust Climate Emulation Requires Out-of-Distribution Generalisation
Bradley Stanley-Clamp, Anson Lei, Hannah M. Christensen +1
Climate emulation is an out-of-distribution (OOD) projection task. This is precisely the challenge where modern Machine Learning (ML) methods are most prone to failure. Consequentl…