Operator Learning on 1D Kuramoto-Sivashinsky ν = 0.075 (test)
0.8Time (ms)SS-NO
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SS-NOResolution (N)=322025.07 | 0.8 | 0.013 | |
| SS-NOResolution (N)=642025.07 | 0.81 | 0.026 | |
| SS-NOResolution (N)=2562025.07 | 0.81 | 0.104 | |
| SS-NOResolution (N)=5122025.07 | 0.81 | 0.209 | |
| SS-NOResolution (N)=1282025.07 | 0.82 | 0.052 | |
| U-NetResolution (N)=1282025.07 | 1.22 | 0.352 | |
| U-NetResolution (N)=642025.07 | 1.24 | 0.176 | |
| U-NetResolution (N)=5122025.07 | 1.24 | 1.407 | |
| U-NetResolution (N)=2562025.07 | 1.25 | 0.704 | |
| U-NetResolution (N)=322025.07 | 1.29 | 0.088 | |
| FFNOResolution (N)=642025.07 | 1.35 | 0.033 | |
| FFNOResolution (N)=1282025.07 | 1.35 | 0.044 | |
| FFNOResolution (N)=2562025.07 | 1.35 | 0.067 | |
| FFNOResolution (N)=322025.07 | 1.37 | 0.016 | |
| FFNOResolution (N)=5122025.07 | 1.39 | 0.12 | |
| GKTResolution (N)=2562025.07 | 2.25 | 0.015 | |
| GKTResolution (N)=642025.07 | 2.26 | 0.004 | |
| GKTResolution (N)=1282025.07 | 2.26 | 0.007 | |
| GKTResolution (N)=5122025.07 | 2.26 | 0.03 | |
| GKTResolution (N)=322025.07 | 2.3 | 0.002 | |
| FactFormerResolution (N)=322025.07 | 3.36 | 0.165 | |
| FactFormerResolution (N)=5122025.07 | 3.37 | 2.638 | |
| FactFormerResolution (N)=1282025.07 | 3.38 | 0.659 | |
| FactFormerResolution (N)=642025.07 | 3.39 | 0.33 | |
| FactFormerResolution (N)=2562025.07 | 3.43 | 1.319 |