Dataset Shift

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