PDE Forecasting on Kuramoto–Sivashinsky (KS)
0.2nRMSEFFNO
Evaluation results
| Method | Links | |
|---|---|---|
| FFNOResolution (f)=128, Viscosity (nu)=0.125, Uses memory=false2026.06 | 0.2 | |
| AMGFNOResolution (f)=128, Viscosity (nu)=0.125, Uses memory=true2026.06 | 0.2 | |
| S4FFNOResolution (f)=128, Viscosity (nu)=0.125, Uses memory=true2026.06 | 0.3 | |
| AMGFNOResolution (f)=64, Viscosity (nu)=0.125, Uses memory=true2026.06 | 0.3 | |
| AMGFNOResolution (f)=128, Viscosity (nu)=0.10, Uses memory=true2026.06 | 0.3 | |
| FFNOResolution (f)=64, Viscosity (nu)=0.125, Uses memory=false2026.06 | 0.4 | |
| FFNOResolution (f)=128, Viscosity (nu)=0.10, Uses memory=false2026.06 | 0.4 | |
| S4FFNOResolution (f)=64, Viscosity (nu)=0.125, Uses memory=true2026.06 | 0.4 | |
| Multi Input FFNOResolution (f)=64, Viscosity (nu)=0.125, Uses memory=true2026.06 | 0.5 | |
| S4FFNOResolution (f)=128, Viscosity (nu)=0.10, Uses memory=true2026.06 | 0.5 | |
| FFNOResolution (f)=128, Viscosity (nu)=0.075, Uses memory=false2026.06 | 0.6 | |
| AMGFNOResolution (f)=128, Viscosity (nu)=0.075, Uses memory=true2026.06 | 0.6 | |
| GKTResolution (f)=128, Viscosity (nu)=0.125, Uses memory=false2026.06 | 0.7 | |
| AMGFNOResolution (f)=64, Viscosity (nu)=0.10, Uses memory=true2026.06 | 0.7 | |
| S4FFNOResolution (f)=128, Viscosity (nu)=0.075, Uses memory=true2026.06 | 0.8 | |
| S4FFNOResolution (f)=64, Viscosity (nu)=0.10, Uses memory=true2026.06 | 1.1 | |
| GKTResolution (f)=128, Viscosity (nu)=0.10, Uses memory=false2026.06 | 1.3 | |
| U-NetResolution (f)=128, Viscosity (nu)=0.125, Uses memory=false2026.06 | 1.4 | |
| AMGFNOResolution (f)=32, Viscosity (nu)=0.125, Uses memory=true2026.06 | 1.4 | |
| GKTResolution (f)=64, Viscosity (nu)=0.125, Uses memory=false2026.06 | 1.6 | |
| Factformer (1D)Resolution (f)=128, Viscosity (nu)=0.125, Uses memory=false2026.06 | 1.7 | |
| AMGFNOResolution (f)=64, Viscosity (nu)=0.075, Uses memory=true2026.06 | 2.1 | |
| Factformer (1D)Resolution (f)=64, Viscosity (nu)=0.125, Uses memory=false2026.06 | 2.2 | |
| U-NetResolution (f)=64, Viscosity (nu)=0.125, Uses memory=false2026.06 | 2.2 | |
| Multi Input FFNOResolution (f)=128, Viscosity (nu)=0.125, Uses memory=true2026.06 | 2.3 | |
| AMGFNOResolution (f)=32, Viscosity (nu)=0.10, Uses memory=true2026.06 | 2.3 | |
| U-NetResolution (f)=128, Viscosity (nu)=0.10, Uses memory=false2026.06 | 2.7 | |
| GKTResolution (f)=128, Viscosity (nu)=0.075, Uses memory=false2026.06 | 2.8 | |
| Factformer (1D)Resolution (f)=128, Viscosity (nu)=0.10, Uses memory=false2026.06 | 3 | |
| S4FFNOResolution (f)=32, Viscosity (nu)=0.125, Uses memory=true2026.06 | 3.1 | |
| U-NetResolution (f)=128, Viscosity (nu)=0.075, Uses memory=false2026.06 | 3.3 | |
| FFNOResolution (f)=64, Viscosity (nu)=0.10, Uses memory=false2026.06 | 3.3 | |
| S4FFNOResolution (f)=64, Viscosity (nu)=0.075, Uses memory=true2026.06 | 3.6 | |
| Multi Input FFNOResolution (f)=64, Viscosity (nu)=0.10, Uses memory=true2026.06 | 4.6 | |
| Multi Input FFNOResolution (f)=128, Viscosity (nu)=0.10, Uses memory=true2026.06 | 5.2 | |
| Multi Input FFNOResolution (f)=128, Viscosity (nu)=0.075, Uses memory=true2026.06 | 5.7 | |
| Factformer (1D)Resolution (f)=128, Viscosity (nu)=0.075, Uses memory=false2026.06 | 5.8 | |
| U-NetResolution (f)=64, Viscosity (nu)=0.10, Uses memory=false2026.06 | 6.2 | |
| AMGFNOResolution (f)=32, Viscosity (nu)=0.075, Uses memory=true2026.06 | 6.2 | |
| Factformer (1D)Resolution (f)=64, Viscosity (nu)=0.10, Uses memory=false2026.06 | 8.6 | |
| Multi Input FFNOResolution (f)=32, Viscosity (nu)=0.125, Uses memory=true2026.06 | 9.2 | |
| FFNOResolution (f)=64, Viscosity (nu)=0.075, Uses memory=false2026.06 | 10.7 | |
| Multi Input FFNOResolution (f)=64, Viscosity (nu)=0.075, Uses memory=true2026.06 | 10.8 | |
| S4FFNOResolution (f)=32, Viscosity (nu)=0.10, Uses memory=true2026.06 | 10.8 | |
| GKTResolution (f)=64, Viscosity (nu)=0.10, Uses memory=false2026.06 | 12 | |
| S4FFNOResolution (f)=32, Viscosity (nu)=0.075, Uses memory=true2026.06 | 13.9 | |
| U-NetResolution (f)=64, Viscosity (nu)=0.075, Uses memory=false2026.06 | 14.7 | |
| Factformer (1D)Resolution (f)=32, Viscosity (nu)=0.125, Uses memory=false2026.06 | 14.9 | |
| FFNOResolution (f)=32, Viscosity (nu)=0.125, Uses memory=false2026.06 | 18.7 | |
| Factformer (1D)Resolution (f)=64, Viscosity (nu)=0.075, Uses memory=false2026.06 | 19.5 | |
| U-NetResolution (f)=32, Viscosity (nu)=0.125, Uses memory=false2026.06 | 24.9 | |
| Multi Input FFNOResolution (f)=32, Viscosity (nu)=0.10, Uses memory=true2026.06 | 30.8 | |
| GKTResolution (f)=32, Viscosity (nu)=0.125, Uses memory=false2026.06 | 31.4 | |
| Multi Input FFNOResolution (f)=32, Viscosity (nu)=0.075, Uses memory=true2026.06 | 36.4 | |
| Factformer (1D)Resolution (f)=32, Viscosity (nu)=0.10, Uses memory=false2026.06 | 39.1 | |
| GKTResolution (f)=64, Viscosity (nu)=0.075, Uses memory=false2026.06 | 40.1 | |
| Factformer (1D)Resolution (f)=32, Viscosity (nu)=0.075, Uses memory=false2026.06 | 43.6 | |
| FFNOResolution (f)=32, Viscosity (nu)=0.10, Uses memory=false2026.06 | 44.6 | |
| FFNOResolution (f)=32, Viscosity (nu)=0.075, Uses memory=false2026.06 | 50 | |
| U-NetResolution (f)=32, Viscosity (nu)=0.10, Uses memory=false2026.06 | 51.1 | |
| U-NetResolution (f)=32, Viscosity (nu)=0.075, Uses memory=false2026.06 | 54.2 | |
| GKTResolution (f)=32, Viscosity (nu)=0.075, Uses memory=false2026.06 | 58.8 | |
| GKTResolution (f)=32, Viscosity (nu)=0.10, Uses memory=false2026.06 | 60.1 |