Wang, X., Yi, S., Gu, H., Xu, J., Xu, W. (2025). WF-PINNs: solving forward and inverse problems of burgers equation with steep gradients using weak-form physics-informed neural networks. Scientific Reports. https://doi.org/10.1038/s41598-025-24427-4