Rollout Prediction on Navier-Stokes 64x64, ν=10⁻⁵ (test)
90Relative L2 Error (Step 1)FaNO
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FaNOChannel=20, Params=0.190 M2026.06 | 90 | 98.2 | 108.3 | 120.5 | 137 | 153.8 | 177.6 | 205.8 | 241.2 | 281.7 | 161.4 | 189 | |
| FNOChannel=20, Params=0.415 M2026.06 | 98.2 | 109.5 | 123.1 | 140.6 | 158 | 176.1 | 197.6 | 223.9 | 257.2 | 296.7 | 178.1 | 205.5 | |
| U-NetChannel=32, Params=7.73 M2026.06 | 120.3 | 130.1 | 154.4 | 167.8 | 189.5 | 215.2 | 246.3 | 286.4 | 331.8 | 385.3 | 222.7 | 261.4 | |
| DeepONetParams=1.308 M2026.06 | 175.3 | 186.4 | 209.3 | 236.1 | 263.2 | 291.8 | 320 | 349.5 | 381.5 | 406.8 | 282 | 314.4 |