H.K. Al-Mahdawi, et al. , translators. “Gradient-Regularized Deep Ritz Networks for Solving Elliptic PDEs: Application to the Poisson Equation”. Babylonian Journal of Mathematics, vol. 2026, Jan. 2026, pp. 11-18, https://doi.org/10.58496/BJM/2026/002.