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ResearchFormerly WizWand

PDE Solving on Airfoil Structured Mesh (test)

0.0041Relative L2 ErrorCATO
0.0031880.0093440.01550.021656Jan 24, 2026Feb 10, 2026Feb 28, 2026Mar 17, 2026Apr 4, 2026Apr 21, 2026May 9, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CATO2026.050.0041
LRSADiscretization=Structured Mesh2026.040.0042
HPMDiscretization=Structured Mesh2026.040.0047
LinearNODiscretization=Structured Mesh2026.040.0049
SAOTreproduced=true2026.050.0049
Transolver++Discretization=Structured Mesh2026.040.0051
D-SENOTraining time per epoch (s)=1.992026.010.0052
TransolverTraining time per epoch (s)=28.032026.010.0053
LNODiscretization=Structured Mesh2026.040.0053
TransolverDiscretization=Structured Mesh2026.040.0053
Transolverreproduced=true2026.050.0053
FNO+Training time per epoch (s)=1.672026.010.0057
LSM2026.010.0059
LSMDiscretization=Structured Mesh2026.040.0059
LSM2026.050.0059
ONO2026.010.0061
ONO2026.050.0061
HT-Net2026.010.0065
HT-Net2026.050.0065
FactFormer2026.010.0071
FactFormer2026.050.0071
WMT2026.010.0075
WMT2026.050.0075
GNOT2026.010.0076
GNOT2026.050.0076
F-FNO2026.010.0078
U-NO2026.010.0078
F-FNODiscretization=Structured Mesh2026.040.0078
U-NO2026.050.0078
F-FNO2026.050.0078
Galerkin2026.010.0118
Galerkin2026.050.0118
geo-FNO2026.010.0138
GEO-FNO2026.050.0138
OFormer2026.010.0183
OFormer2026.050.0183
U-FNO2026.010.0269
U-FNO2026.050.0269