PDE Solving on RealPDEBench Controlled Cylinder 1.0 (test)
0.0088RMSEPhysGuard
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PhysGuardArchitecture=CNO, Parameters=8.0 M2026.06 | 0.0088 | 98.45 | 0.001 | 0.0009 | |
| DFTArchitecture=CNO, Parameters=8.0 M2026.06 | 0.0089 | 98.44 | 0.0011 | 0.0009 | |
| EWCArchitecture=CNO, Parameters=8.0 M2026.06 | 0.0089 | 98.44 | 0.0011 | 0.0009 | |
| L2-SPArchitecture=CNO, Parameters=8.0 M2026.06 | 0.0094 | 98.26 | 0.0113 | 0.001 | |
| DFTArchitecture=FNO, Parameters=50.4 M2026.06 | 0.01 | 98.02 | 0.0012 | 0.0011 | |
| EWCArchitecture=FNO, Parameters=50.4 M2026.06 | 0.01 | 98.03 | 0.0012 | 0.0011 | |
| PhysGuardArchitecture=FNO, Parameters=50.4 M2026.06 | 0.01 | 98.02 | 0.0012 | 0.0011 | |
| L2-SPArchitecture=FNO, Parameters=50.4 M2026.06 | 0.0119 | 97.18 | 0.0014 | 0.0013 | |
| PretrainedArchitecture=CNO, Parameters=8.0 M2026.06 | 0.0165 | 94.58 | 0.0023 | 0.0018 | |
| PhysGuardArchitecture=Transolver, Parameters=4.3 M2026.06 | 0.0185 | 93.18 | 0.0025 | 0.0024 | |
| DFTArchitecture=Transolver, Parameters=4.3 M2026.06 | 0.019 | 92.84 | 0.0027 | 0.0025 | |
| EWCArchitecture=Transolver, Parameters=4.3 M2026.06 | 0.019 | 92.84 | 0.0027 | 0.0025 | |
| L2-SPArchitecture=Transolver, Parameters=4.3 M2026.06 | 0.0192 | 92.68 | 0.0028 | 0.0027 | |
| PretrainedArchitecture=Transolver, Parameters=4.3 M2026.06 | 0.0264 | 86.13 | 0.0057 | 0.007 | |
| PretrainedArchitecture=FNO, Parameters=50.4 M2026.06 | 0.0279 | 84.55 | 0.0057 | 0.0065 | |
| DFTArchitecture=DeepONet, Parameters=3.5 M2026.06 | 0.03 | 82.07 | 0.0057 | 0.0045 | |
| EWCArchitecture=DeepONet, Parameters=3.5 M2026.06 | 0.0301 | 82.05 | 0.0057 | 0.0044 | |
| PhysGuardArchitecture=DeepONet, Parameters=3.5 M2026.06 | 0.0302 | 81.84 | 0.0057 | 0.0044 | |
| L2-SPArchitecture=DeepONet, Parameters=3.5 M2026.06 | 0.0322 | 79.36 | 0.0068 | 0.0065 | |
| PretrainedArchitecture=DeepONet, Parameters=3.5 M2026.06 | 0.0507 | 49.03 | 0.0124 | 0.0128 |