List your company
ResearchFormerly WizWand

PDE Solving on Pipe Structured Mesh (test)

0.0023Relative L2 ErrorLRSA
0.001720.0056350.009550.013465Jan 24, 2026Feb 10, 2026Feb 28, 2026Mar 17, 2026Apr 4, 2026Apr 21, 2026May 9, 2026
Updated 5mo ago

Evaluation results

MethodLinks
LRSADiscretization=Structured Mesh2026.040.0023
LinearNODiscretization=Structured Mesh2026.040.0024
Transolver++Discretization=Structured Mesh2026.040.0027
D-SENOTraining time per epoch (s)=3.32026.010.003
HPMDiscretization=Structured Mesh2026.040.003
TransolverDiscretization=Structured Mesh2026.040.003
LNODiscretization=Structured Mesh2026.040.0031
TransolverTraining time per epoch (s)=412026.010.0033
CATO2026.050.0038
GNOT2026.010.0047
GNOT2026.050.0047
LSM2026.010.005
F-FNODiscretization=Structured Mesh2026.040.005
LSMDiscretization=Structured Mesh2026.040.005
LSM2026.050.005
Transolverreproduced=true2026.050.005
ONO2026.010.0052
ONO2026.050.0052
U-FNO2026.010.0056
U-FNO2026.050.0056
HT-Net2026.010.0059
HT-Net2026.050.0059
FactFormer2026.010.006
FactFormer2026.050.006
SAOTreproduced=true2026.050.0061
geo-FNO2026.010.0067
GEO-FNO2026.050.0067
F-FNO2026.010.007
F-FNO2026.050.007
FNO+Training time per epoch (s)=5.412026.010.0072
WMT2026.010.0077
WMT2026.050.0077
Galerkin2026.010.0098
Galerkin2026.050.0098
U-NO2026.010.01
U-NO2026.050.01
OFormer2026.010.0168
OFormer2026.050.0168