2 papers
cs.LG2026
Assessing the Robustness of Climate Foundation Models under No-Analog Distribution Shifts
Maria Conchita Agana Navarro, Geng Li, Theo Wolf +1
The accelerating pace of climate change introduces profound non-stationarities that challenge the ability of Machine Learning based climate emulators to generalize beyond their tra…
cs.LG2025
Do machine learning climate models work in changing climate dynamics?
Maria Conchita Agana Navarro, Geng Li, Theo Wolf +1
Climate change is accelerating the frequency and severity of unprecedented events, deviating from established patterns. Predicting these out-of-distribution (OOD) events is critica…