2 papers
physics.soc-ph2025
Predicting the critical behavior of complex dynamic systems via learning the governing mechanisms
Xiangrong Wang, Dan Lu, Zongze Wu +4
Critical points separate distinct dynamical regimes of complex systems, often delimiting functional or macroscopic phases in which the system operates. However, the long-term predi…
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…