PDE Solving on NLRD 1d+time (test)
0Relative MSEOurs
Evaluation Results
| Method | Links | |
|---|---|---|
| OursTraining Paradigm=Hybrid2024.10 | 0 | |
| MLP + basisTraining Paradigm=Supervised2024.10 | 0 | |
| PINOTraining Paradigm=Hybrid2024.10 | 0.0001 | |
| MLP + basisLearning Paradigm=Supervised2024.10 | 0.0003 | |
| Neural SolverLearning Paradigm=Neural Solver2024.10 | 0.0003 | |
| PINOLearning Paradigm=Hybrid2024.10 | 0.0004 | |
| PI-DeepONetTraining Paradigm=Hybrid2024.10 | 0.0788 | |
| PI-DeepONetLearning Paradigm=Hybrid2024.10 | 0.079 | |
| PPINNsLearning Paradigm=Unsupervised2024.10 | 0.394 | |
| PO-DeepONetLearning Paradigm=Unsupervised2024.10 | 0.41 | |
| PO-DeepONetTraining Paradigm=Unsupervised2024.10 | 0.418 | |
| PPINNsTraining Paradigm=Unsupervised2024.10 | 0.464 | |
| P2INNsLearning Paradigm=Unsupervised2024.10 | 0.569 | |
| PINNs+L-BFGSLearning Paradigm=Unsupervised2024.10 | 0.613 | |
| PINNS-multi-optLearning Paradigm=Unsupervised2024.10 | 0.757 |