PDE Solving on Heat 2d+time (test)
0.0023Rel. MSENeural Solver
Evaluation Results
| Method | Links | |
|---|---|---|
| Neural SolverLearning Paradigm=Neural Solver2024.10 | 0.0023 | |
| PINOLearning Paradigm=Hybrid2024.10 | 0.0091 | |
| PPINNsLearning Paradigm=Unsupervised2024.10 | 0.127 | |
| P2INNsLearning Paradigm=Unsupervised2024.10 | 0.178 | |
| PO-DeepONetLearning Paradigm=Unsupervised2024.10 | 0.443 | |
| MLP + basisLearning Paradigm=Supervised2024.10 | 0.6 | |
| PINNS-multi-optLearning Paradigm=Unsupervised2024.10 | 0.61 | |
| PI-DeepONetLearning Paradigm=Hybrid2024.10 | 0.918 | |
| PINNs+L-BFGSLearning Paradigm=Unsupervised2024.10 | 0.956 |