A Critical Review of Physics-Informed Machine Learning Applications in Subsurface Energy Systems. - Abdeldjalil Latrach; Mohamed Lamine Malki; Misael Morales; Mohamed Mehana; Minou Rabiei (CoRR, 2023)

Enabling Clean Energy Resilience with Machine Learning-Empowered Underground Hydrogen Storage. - Alvaro Carbonero; Shaowen Mao; Mohamed Mehana (CoRR, 2024)

Model-Agnostic Knowledge Guided Correction for Improved Neural Surrogate Rollout. - Bharat Srikishan; Daniel O'Malley; Mohamed Mehana; Nicholas Lubbers; Nikhil Muralidhar (ICLR, 2025)