2025. ALM-PINN: An Adaptive Physical Informed Neural Network Optimized by Levenberg-Marquardt for Efficient Solution of Singular Perturbation Problems. Advances in Applied Mathematics and Mechanics. 17, 6 (Sept. 2025), 1841–1866. DOI:https://doi.org/10.4208/aamm.OA-2024-0092.