Mesh-based physics prediction on Nonlinear Shallow-Water-Style Dynamics Wave speed shift (test)
2.6One-step MSEPI-MGN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PI-MGNscenario=c_test != c_train2026.05 | 2.6 | 100 | 100 | |
| GraphCONscenario=c_test != c_train2026.05 | 2.6 | 100 | 100 | |
| MGNscenario=c_test != c_train2026.05 | 3.1 | 1.7 | 24.5 | |
| MGN-HPscenario=c_test != c_train2026.05 | 3.2 | 5.9 | 2.5 | |
| FNOscenario=c_test != c_train2026.05 | 5.7 | 9.6 | 1.6 | |
| MeshFT-Netscenario=c_test != c_train2026.05 | 5.8 | 7.1 | 1.7 | |
| HNNscenario=c_test != c_train2026.05 | 8.7 | 8 | 2.4 |