Physics-Informed Neural Networks for Methane Sorption: Cross-Gas Transfer Learning, Ensemble Collapse Under Physics Constraints, and Monte Carlo Dropout Uncertainty Quantification. - Mohammad Nooraiepour; Zezhang Song; Wei Li; Sarah Perez 004 (CoRR, 2026)