Operator Learning on 1-D Burgers resolution 1024 to 2048 (OOD)
0.0259OOD ErrorPACE-FNO + TTA
Evaluation results
| Method | Links | |
|---|---|---|
| PACE-FNO + TTATrain (s/ep.)=0.4560 ± 0.0030, OOD Inf. (s)=5.4611 ± 0.10302026.05 | 0.0259 | |
| PACE-FNO (one-shot)Train (s/ep.)=0.4560 ± 0.0030, OOD Inf. (s)=0.5287 ± 0.01712026.05 | 0.0267 | |
| FNO+AugTrain (s/ep.)=0.7698 ± 0.0062, OOD Inf. (s)=1.2826 ± 0.03402026.05 | 0.3222 | |
| GFNOTrain (s/ep.)=1.0365 ± 0.0411, OOD Inf. (s)=1.0148 ± 0.00912026.05 | 1.0244 | |
| FNO (no aug.)Train (s/ep.)=0.4212 ± 0.0095, OOD Inf. (s)=0.3943 ± 0.00312026.05 | 1.0352 |