Spatio-temporal forecasting on Diffusion-Reaction (test)
0.2509NRMSEMFFM (cascade)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MFFM (cascade)Input=LF solution2026.05 | 0.2509 | — | — | — | |
| FNO (direct)Input=xi2026.05 | 0.5557 | — | — | — | |
| FNO (residual)Input=LF solution2026.05 | 0.791 | — | — | — | |
| DeepONet (direct)Input=xi2026.05 | 0.9655 | — | — | — | |
| F-FNOInput=LF solution2026.05 | 1.102 | — | — | — | |
| DeepONet (residual)Input=LF solution2026.05 | 1.8302 | — | — | — | |
| PDE-RefinerInput=LF solution2026.05 | 2.378 | — | — | — | |
| Bilinear2026.05 | 3.17 | — | — | — | |
| CNOInput=LF solution2026.05 | 3.215 | — | — | — | |
| CAEmissing ratio=0.5, space=full physics space2026.03 | — | 3.66 | 98.87 | 48.78 | |
| ConvLSTMmissing ratio=0.5, space=full physics space2026.03 | — | 6.8 | 99.28 | 47.36 | |
| ConvRAEmissing ratio=0.5, space=full physics space2026.03 | — | 8.48 | 98.75 | 44.41 | |
| P-STMAEmissing ratio=0.5, space=full physics space2026.03 | — | 5.99 | 98.7 | 44.2 |