2 papers
physics.ao-ph2026
A PMP-inspired Evaluation Framework for Assessing Deep-Learning Earth System Models
Giuliana Pallotta, Shiheng Duan, Céline Bonfils +3
In recent years, Deep-Learning Earth System Models (DL-ESMs) have emerged as promising, computationally efficient complements to traditional Earth system models. Here, we present a…
cs.LG2025
Recommendations for Comprehensive and Independent Evaluation of Machine Learning-Based Earth System Models
Paul A. Ullrich, Elizabeth A. Barnes, William D. Collins +9
Machine learning (ML) is a revolutionary technology with demonstrable applications across multiple disciplines. Within the Earth science community, ML has been most visible for wea…