PDE Solving on RealPDEBench Cylinder Flow 1.0 (test)
0.0464RMSEPhysGuard
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PhysGuardArchitecture=CNO, Parameters=8.0 M2026.06 | 0.0464 | 0.8853 | 0.0076 | 0.0115 | |
| EWCArchitecture=CNO, Parameters=8.0 M2026.06 | 0.0486 | 0.8741 | 0.0077 | 0.0136 | |
| L2-SPArchitecture=CNO, Parameters=8.0 M2026.06 | 0.0492 | 0.871 | 0.0086 | 0.0151 | |
| DFTArchitecture=CNO, Parameters=8.0 M2026.06 | 0.0499 | 0.8671 | 0.0087 | 0.0159 | |
| PhysGuardArchitecture=FNO, Parameters=50.4 M2026.06 | 0.0604 | 0.8054 | 0.0091 | 0.0113 | |
| EWCArchitecture=FNO, Parameters=50.4 M2026.06 | 0.0632 | 0.7869 | 0.0103 | 0.016 | |
| DFTArchitecture=FNO, Parameters=50.4 M2026.06 | 0.0649 | 0.7753 | 0.0105 | 0.0165 | |
| L2-SPArchitecture=FNO, Parameters=50.4 M2026.06 | 0.0656 | 0.7704 | 0.0108 | 0.0174 | |
| PretrainedArchitecture=CNO, Parameters=8.0 M2026.06 | 0.0724 | 0.7201 | 0.0111 | 0.0138 | |
| PhysGuardArchitecture=DeepONet, Parameters=3.5 M2026.06 | 0.0744 | 0.7048 | 0.0125 | 0.0196 | |
| PretrainedArchitecture=FNO, Parameters=50.4 M2026.06 | 0.0806 | 0.653 | 0.0127 | 0.0183 | |
| EWCArchitecture=DeepONet, Parameters=3.5 M2026.06 | 0.0906 | 0.5621 | 0.0142 | 0.026 | |
| L2-SPArchitecture=DeepONet, Parameters=3.5 M2026.06 | 0.0912 | 0.5556 | 0.0143 | 0.0263 | |
| DFTArchitecture=DeepONet, Parameters=3.5 M2026.06 | 0.0931 | 0.5371 | 0.0151 | 0.0253 | |
| PretrainedArchitecture=DeepONet, Parameters=3.5 M2026.06 | 0.1007 | 0.4581 | 0.0161 | 0.0279 | |
| PhysGuardArchitecture=Transolver, Parameters=4.3 M2026.06 | 0.107 | 0.3891 | 0.0157 | 0.031 | |
| PretrainedArchitecture=Transolver, Parameters=4.3 M2026.06 | 0.1115 | 0.3364 | 0.0169 | 0.0336 | |
| DFTArchitecture=Transolver, Parameters=4.3 M2026.06 | 0.1124 | 0.3257 | 0.0164 | 0.0335 | |
| EWCArchitecture=Transolver, Parameters=4.3 M2026.06 | 0.1133 | 0.3144 | 0.0165 | 0.0336 | |
| L2-SPArchitecture=Transolver, Parameters=4.3 M2026.06 | 0.1136 | 0.3107 | 0.0165 | 0.0337 |