Operator Learning on 1D Burgers
0.0047Relative L2 ErrorDANOP
Evaluation results
| Method | Links | |
|---|---|---|
| DANOPContext Setting=Uniform Context2026.06 | 0.0047 | |
| DANOPContext Setting=Zero-Shot (Coarse -> Fine)2026.06 | 0.0048 | |
| FNOContext Setting=Dense Grid2026.06 | 0.005 | |
| DNOPContext Setting=Zero-Shot (Coarse -> Fine)2026.06 | 0.0057 | |
| DNOPContext Setting=Uniform Context2026.06 | 0.0058 | |
| DANOPContext Setting=Clustered Context2026.06 | 0.0059 | |
| DNOPContext Setting=Clustered Context2026.06 | 0.0115 | |
| SKNOTraining Time=15.51 min2025.05 | 5.475 | |
| TransolverTraining Time=94.23 min2025.05 | 6.277 | |
| FNOTraining Time=6.86 min2025.05 | 6.479 | |
| DeepONetTraining Time=2.07 min2025.05 | 8.991 |