Perspective on self-supervised transformers for scalable data analysis, retrievals, and discovery in geosciences

Published in Artificial Intelligence for the Earth Systems, 2026

This perspective discusses the use of self-supervised transformers for scalable data analysis, retrievals, and discovery in geosciences.

Recommended citation: Bhupendra A. Raut, Siddhant Gupta, Robert C. Jackson, Dié Wang, Adam Theisen, Jingjing Tian, Seongha Park, Joseph R. O’Brien, Maxwell A. Grover, Troy Arcomano, Nicki L. Hickmon, Scott M. Collis, Nicola J. Ferrier, and Dario J. Dematties. (2026). "Perspective on self-supervised transformers for scalable data analysis, retrievals, and discovery in geosciences." Artificial Intelligence for the Earth Systems. e250069.