Hui, G. et al. 2026. Advances in physics-constrained and data-driven dual paradigm for artificial intelligence in oil and gas. Advances in Geo-Energy Research. 20, 3 (May 2026), 201–204. DOI:https://doi.org/10.46690/ager.2026.06.01.