Haitham M. Snousi and Fateh A. Aleej 2025. Machine Learning-Augmented Partial Differential Equation Solvers for High-Fidelity Engineering Design Optimization. Journal of Applied Mathematical Models in Engineering. 1, 4 (Dec. 2025), 34–40.