H.K. AL-MAHDAWI et al. Physics-Informed Neural Networks for Solving PDEs Using Gradient-Regularized Loss Functions: Application to the Nonlinear Burgers’ Equation. Babylonian Journal of Mathematics, v. 2026, p. 1–10, 10 Jan.2026.