Physics-Informed Neural Networks in Materials Modeling and Design: A Review

A. Michaloglou, I. Papadimitriou, I. Gialampoukidis, S. Vrochidis, I. Kompatsiaris, “Physics-Informed Neural Networks in Materials Modeling and Design: A Review”, Arch. Computat. Methods Eng., November 19, 2025, doi: 10.1007/s11831-025-10448-9