PDE Surrogate Modeling on 1D advection (test)
0.66Relative L2 ErrorDR-NODE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DR-NODEdelta_t=0.05 s2025.02 | 0.66 | — | — | — | |
| DR-NODEdelta_t=0.01 s2025.02 | 0.66 | — | — | — | |
| UNetdelta_t=0.05 s2025.02 | 0.79 | — | — | — | |
| VCNeF-Rdelta_t=0.05 s2025.02 | 1.13 | — | — | — | |
| OFormerdelta_t=0.05 s2025.02 | 1.18 | — | — | — | |
| VCNeFdelta_t=0.05 s2025.02 | 1.65 | — | — | — | |
| VCNeFdelta_t=0.01 s2025.02 | 1.65 | — | — | — | |
| FNOdelta_t=0.05 s2025.02 | 1.9 | — | — | — | |
| MP-PDEdelta_t=0.05 s2025.02 | 1.95 | — | — | — | |
| CORALdelta_t=0.05 s2025.02 | 1.98 | — | — | — | |
| FNOdelta_t=0.01 s2025.02 | 2.58 | — | — | — | |
| FNO (boosted tiny stack)Architecture=FNO, Configuration=boosted tiny stack2026.06 | 3.05 | 48.6 | 86.2 | — | |
| FNO (full-size baseline)Architecture=FNO, Configuration=full-size baseline2026.06 | 5.92 | — | — | — | |
| Galerkindelta_t=0.05 s2025.02 | 6.21 | — | — | — | |
| CORALdelta_t=0.01 s2025.02 | 96.56 | — | — | — |