PDE Surrogate Modeling on 1D Burgers (test)
3.73Relative L2 ErrorDR-NODE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DR-NODEdelta_t=0.05 s2025.02 | 3.73 | — | — | — | |
| DR-NODEdelta_t=0.01 s2025.02 | 3.99 | — | — | — | |
| UNetdelta_t=0.05 s2025.02 | 5.66 | — | — | — | |
| VCNeF-Rdelta_t=0.05 s2025.02 | 7.84 | — | — | — | |
| VCNeFdelta_t=0.05 s2025.02 | 8.24 | — | — | — | |
| VCNeFdelta_t=0.01 s2025.02 | 8.31 | — | — | — | |
| FNO (boosted tiny stack)Architecture=FNO, Configuration=boosted tiny stack2026.06 | 9.67 | 11.6 | 86.2 | — | |
| FNOdelta_t=0.05 s2025.02 | 9.87 | — | — | — | |
| OFormerdelta_t=0.05 s2025.02 | 10.35 | — | — | — | |
| FNO (full-size baseline)Architecture=FNO, Configuration=full-size baseline2026.06 | 10.95 | — | — | — | |
| FNOdelta_t=0.01 s2025.02 | 11.54 | — | — | — | |
| Galerkindelta_t=0.05 s2025.02 | 16.51 | — | — | — | |
| CORALdelta_t=0.05 s2025.02 | 22.21 | — | — | — | |
| MP-PDEdelta_t=0.05 s2025.02 | 30.46 | — | — | — | |
| CORALdelta_t=0.01 s2025.02 | 61.86 | — | — | — |