E-PINNs: Epistemic Physics-Informed Neural Networks. - Ashish S. Nair; Bruno Jacob; Amanda A. Howard; Jan Drgona; Panos Stinis (CoRR, 2025)

Physics-Based Machine Learning Closures and Wall Models for Hypersonic Transition-Continuum Boundary Layer Predictions. - Ashish S. Nair; Narendra Singh; Marco Panesi; Justin A. Sirignano; Jonathan F. MacArt (CoRR, 2025)