PINN-GNN
X Lin, Q Lu, P Zhao, L Chen, J Tang, D Gun, T. Broyd, “Field-theory Inspired Physics-Informed Graph Neural Network for Reliable Traffic Flow Prediction under Urban Flooding”, Reliability Engineering and System Safety, Volume 265, Part A, January 2026.