1. Trans-Net: A transferable pretrained neural networks based on temporal domain decomposition for solving partial differential equations;Zhang;Computer Physics Communications,2024
2. A unified scalable framework for causal sweeping strategies for physics-informed neural networks (PINNs) and their temporal decompositions;Penwarden;Journal of Computational Physics,2023
3. Physics-informed neural networks for the shallow-water equations on the sphere;Bihlo;Journal of Computational Physics,2022
4. Characterizing possible failure modes in physics-informed neural networks;Krishnapriyan;Advances in Neural Information Processing Systems,2021
5. Solving Allen-Cahn and Cahn-Hilliard equations using the adaptive physics informed neural networks;Zhao;Communications in Computational Physics,2021