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ResearchFormerly WizWand

PDE Solving on Darcy Regular Grid (test)

0.0042Relative L2 ErrorCATO
0.0036360.0074430.011250.015057Jan 24, 2026Feb 10, 2026Feb 28, 2026Mar 17, 2026Apr 4, 2026Apr 21, 2026May 9, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CATO2026.050.0042
LRSADiscretization=Regular Grid2026.040.0043
HPMDiscretization=Regular Grid2026.040.0046
D-SENOTraining time per epoch (s)=0.932026.010.0048
SAOTreproduced=true2026.050.0049
LinearNODiscretization=Regular Grid2026.040.005
TransolverDiscretization=Regular Grid2026.040.0055
Transolver++Discretization=Regular Grid2026.040.0056
TransolverTraining time per epoch (s)=18.472026.010.0057
Transolverreproduced=true2026.050.0058
LNODiscretization=Regular Grid2026.040.0063
LSM2026.010.0065
LSMDiscretization=Regular Grid2026.040.0065
LSM2026.050.0065
FNO+Training time per epoch (s)=1.12026.010.007
ONO2026.010.0076
ONO2026.050.0076
F-FNO2026.010.0077
F-FNODiscretization=Regular Grid2026.040.0077
F-FNO2026.050.0077
HT-Net2026.010.0079
HT-Net2026.050.0079
WMT2026.010.0082
WMT2026.050.0082
Galerkin2026.010.0084
Galerkin2026.050.0084
GNOT2026.010.0105
GNOT2026.050.0105
FNO2026.010.0108
geo-FNO2026.010.0108
FNO2026.050.0108
GEO-FNO2026.050.0108
FactFormer2026.010.0109
FactFormer2026.050.0109
U-NO2026.010.0113
U-NO2026.050.0113
OFormer2026.010.0124
OFormer2026.050.0124
FNODiscretization=Regular Grid2026.040.018
U-FNO2026.010.0183
U-FNO2026.050.0183