3 papers
cs.LG2026
Monthly Diffusion v0.9: A Latent Diffusion Model for the First AI-MIP
Kyle J. C. Hall, Maria J. Molina
Here, we describe Monthly Diffusion at 1.5-degree grid spacing (MD-1.5 version 0.9), a climate emulator that leverages a spherical Fourier neural operator (SFNO)-inspired Condition…
physics.ao-ph2026
Exploring coupled tropical Pacific variability within a Multi-branch -Variational Autoencoder
Emily F. Wisinski, Maria J. Molina, Kyle J. C. Hall +4
This study explores what is encoded in the latent space of a multi-branch -variational autoencoder (-VAE) trained on coupled tropical Pacific climate fields. We assess the re…
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…