PDE Solving on RealPDEBench Turbulent Combustion 1.0 (test)
0.0253RMSEPhysGuard
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PhysGuardArchitecture=FNO, Parameters=50.4 M2026.06 | 0.0253 | 0.6458 | 0.0033 | 0.0041 | |
| EWCArchitecture=FNO, Parameters=50.4 M2026.06 | 0.0254 | 0.6424 | 0.0033 | 0.0042 | |
| DFTArchitecture=FNO, Parameters=50.4 M2026.06 | 0.0255 | 0.6414 | 0.0033 | 0.0042 | |
| PhysGuardArchitecture=CNO, Parameters=8.0 M2026.06 | 0.0265 | 0.6125 | 0.0035 | 0.0046 | |
| EWCArchitecture=CNO, Parameters=8.0 M2026.06 | 0.0267 | 0.606 | 0.0036 | 0.0048 | |
| L2-SPArchitecture=CNO, Parameters=8.0 M2026.06 | 0.0269 | 0.6018 | 0.0036 | 0.0048 | |
| DFTArchitecture=CNO, Parameters=8.0 M2026.06 | 0.0269 | 0.6008 | 0.0036 | 0.0048 | |
| PhysGuardArchitecture=DeepONet, Parameters=3.5 M2026.06 | 0.0274 | 0.5844 | 0.0037 | 0.0044 | |
| EWCArchitecture=DeepONet, Parameters=3.5 M2026.06 | 0.0275 | 0.5837 | 0.0037 | 0.0044 | |
| DFTArchitecture=DeepONet, Parameters=3.5 M2026.06 | 0.0276 | 0.5799 | 0.0037 | 0.0045 | |
| L2-SPArchitecture=FNO, Parameters=50.4 M2026.06 | 0.0278 | 0.5732 | 0.0037 | 0.0049 | |
| L2-SPArchitecture=DeepONet, Parameters=3.5 M2026.06 | 0.0281 | 0.5653 | 0.0038 | 0.0046 | |
| PretrainedArchitecture=FNO, Parameters=50.4 M2026.06 | 0.0363 | 0.2735 | 0.0051 | 0.0081 | |
| PhysGuardArchitecture=Transolver, Parameters=4.3 M2026.06 | 0.0384 | 0.1848 | 0.0051 | 0.0076 | |
| DFTArchitecture=Transolver, Parameters=4.3 M2026.06 | 0.04 | 0.1181 | 0.0053 | 0.0083 | |
| PretrainedArchitecture=DeepONet, Parameters=3.5 M2026.06 | 0.0404 | 0.0999 | 0.0056 | 0.0095 | |
| EWCArchitecture=Transolver, Parameters=4.3 M2026.06 | 0.0407 | 0.0845 | 0.0054 | 0.0085 | |
| L2-SPArchitecture=Transolver, Parameters=4.3 M2026.06 | 0.0409 | 0.0773 | 0.0054 | 0.0086 | |
| PretrainedArchitecture=CNO, Parameters=8.0 M2026.06 | 0.0427 | -0.0049 | 0.006 | 0.0106 | |
| PretrainedArchitecture=Transolver, Parameters=4.3 M2026.06 | 0.0444 | -0.0898 | 0.0062 | 0.0113 |