Learning-adequacy diagnostics on Periodic 2D waves (held-out val)
9.999VF cosineMeshFT-Net
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MeshFT-NetShort rollout horizon (Tshort)=16, seeds=52026.05 | 9.999 | 3.03 | 9.36 | 1.25 | 8.06 | |
| HNNShort rollout horizon (Tshort)=16, seeds=52026.05 | 9.999 | 1.14 | 6.34 | 2.14 | 1.05 | |
| MGNShort rollout horizon (Tshort)=16, seeds=52026.05 | 9.998 | 2.85 | 1.06 | 5.05 | 2.47 | |
| FNOShort rollout horizon (Tshort)=16, seeds=52026.05 | 9.998 | 2.32 | 1.26 | 8.29 | 3.98 | |
| MGN-HPShort rollout horizon (Tshort)=16, seeds=52026.05 | 9.993 | 2.8 | 2.11 | 1.66 | 5.99 | |
| GraphCONShort rollout horizon (Tshort)=16, seeds=52026.05 | 9.987 | 4.62 | 1.96 | 1.26 | 4.6 | |
| PI-MGNShort rollout horizon (Tshort)=16, seeds=52026.05 | 9.355 | 2.96 | 2.98 | 6.93 | 13.9 |