Generative Models

Trustworthy Scientific Inference with Generative Models
Generative models are increasingly used for scientific inverse problems, but their posterior or predictive uncertainty can still be …
James Carzon, Luca Masserano, Joshua D. Ingram, Alex Shen, Antonio Carlos Herling Ribeiro Junior, Tommaso Dorigo, Michele Doro, Joshua S. Speagle, Rafael Izbicki, Ann B. Lee
February, 2026 Machine Learning: Science and Technology
Preprint