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…