Long-horizon forecasting on Navier-Stokes (NS)
0.055L2 ErrorSSP
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SSP2026.05 | 0.055 | 0.538 | 0.0055 | — | — | — | — | — | |
| F-FNO2026.05 | 0.0757 | 0.687 | 0.0109 | — | — | — | — | — | |
| KNO2026.05 | 0.0777 | 0.382 | 0.056 | — | — | — | — | — | |
| CALM2026.05 | 0.0882 | 0.996 | 0.014 | — | — | — | — | — | |
| LNO2026.05 | 0.132 | 1.16 | 0.0218 | — | — | — | — | — | |
| UNO2026.05 | 0.136 | 1.19 | 0.0216 | — | — | — | — | — | |
| FNO2026.05 | 0.142 | 0.668 | 0.0594 | — | — | — | — | — | |
| U-FNO2026.05 | 0.15 | 1.44 | 0.0238 | — | — | — | — | — | |
| AOT-POT-FT-MModel scale=Medium, Fine-tuning=true2026.05 | — | — | — | 0.0001 | 0.0003 | 0.0005 | 0.0015 | 0.0021 | |
| AOT-POT-MModel scale=Medium, Fine-tuning=false2026.05 | — | — | — | 0.0005 | 0.0006 | 0.001 | 0.0051 | 0.0113 | |
| DPOT-FT-MModel scale=Medium, Fine-tuning=true2026.05 | — | — | — | 0.001 | 0.0013 | 0.0023 | 0.0088 | 0.0273 | |
| DPOT-MModel scale=Medium, Fine-tuning=false2026.05 | — | — | — | 0.0009 | 0.0013 | 0.0039 | 0.0115 | 0.0514 | |
| MoE-POT-FT-MModel scale=Medium, Fine-tuning=true2026.05 | — | — | — | 0.0006 | 0.001 | 0.0021 | 0.0091 | 0.0231 | |
| MoE-POT-MModel scale=Medium, Fine-tuning=false2026.05 | — | — | — | 0.0009 | 0.0013 | 0.0047 | 0.0205 | 0.0656 |