H.K. Al-Mahdawi, Naif Almusallam, Vusala Muradova, and Haifaa Mhammad Ali , trans. “Physics-Informed Neural Networks for Solving PDEs Using Gradient-Regularized Loss Functions: Application to the Nonlinear Burgers’ Equation”. Babylonian Journal of Mathematics 2026 (January 10, 2026): 1–10. Accessed January 16, 2026. https://mesopotamian.press/journals/index.php/BJM/article/view/1000.