Does Your Wildfire Prediction Model Actually Work, or Just Score Well?

ArXi:2605.18911v1 Announce Type: cross Wildfire prediction is important for early warning and resource allocation, yet existing Earth foundation models (Earth FMs) are pretrained for general atmospheric and geophysical objectives rather than wildfire forecasting. To address this gap, we