H.K. Al-Mahdawi; Naif Almusallam; Vusala Muradova; Haifaa Mhammad Ali. Physics-Informed Neural Networks for Solving PDEs Using Gradient-Regularized Loss Functions: Application to the Nonlinear Burgers’ Equation. Babylonian Journal of Mathematics 2026, 2026, 1–10. https://doi.org/10.58496/BJM/2026/001.