PDE Dynamics Forecasting on Burgers
0.018NRMSEAMGFNO
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AMGFNOResolution (f)=64, Uses memory=true2026.06 | 0.018 | — | — | |
| AMGFNOResolution (f)=128, Uses memory=true2026.06 | 0.02 | — | — | |
| AMGFNOResolution (f)=32, Uses memory=true2026.06 | 0.024 | — | — | |
| Multi Input FFNOResolution (f)=128, Uses memory=true2026.06 | 0.028 | — | — | |
| S4FFNOResolution (f)=128, Uses memory=true2026.06 | 0.03 | — | — | |
| S4FFNOResolution (f)=64, Uses memory=true2026.06 | 0.037 | — | — | |
| S4FFNOResolution (f)=32, Uses memory=true2026.06 | 0.053 | — | — | |
| Multi Input FFNOResolution (f)=64, Uses memory=true2026.06 | 0.054 | — | — | |
| FFNOResolution (f)=128, Uses memory=false2026.06 | 0.099 | — | — | |
| Multi Input FFNOResolution (f)=32, Uses memory=true2026.06 | 0.099 | — | — | |
| U-NetResolution (f)=128, Uses memory=false2026.06 | 0.112 | — | — | |
| Factformer (1D)Resolution (f)=128, Uses memory=false2026.06 | 0.117 | — | — | |
| FFNOResolution (f)=64, Uses memory=false2026.06 | 0.146 | — | — | |
| Factformer (1D)Resolution (f)=64, Uses memory=false2026.06 | 0.162 | — | — | |
| U-NetResolution (f)=64, Uses memory=false2026.06 | 0.171 | — | — | |
| U-NetResolution (f)=32, Uses memory=false2026.06 | 0.188 | — | — | |
| Factformer (1D)Resolution (f)=32, Uses memory=false2026.06 | 0.19 | — | — | |
| FFNOResolution (f)=32, Uses memory=false2026.06 | 0.207 | — | — | |
| GKTResolution (f)=128, Uses memory=false2026.06 | 0.307 | — | — | |
| GKTResolution (f)=64, Uses memory=false2026.06 | 0.349 | — | — | |
| GKTResolution (f)=32, Uses memory=false2026.06 | 0.356 | — | — | |
| CAPEzero-shot=true2025.09 | — | 0.005 | 0.0021 | |
| CNOzero-shot=true2025.09 | — | 0.0033 | 0.0026 | |
| CoDAzero-shot=true2025.09 | — | 0.872 | 0.0212 | |
| DPOTzero-shot=true2025.09 | — | 0.0218 | 0.0053 | |
| GEPSzero-shot=true2025.09 | — | 0.0224 | 0.0051 | |
| iMOOEzero-shot=true2025.09 | — | 0.0012 | 0.0011 | |
| VCNeFzero-shot=true2025.09 | — | 0.0103 | 0.0032 |