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ResearchFormerly WizWand

Forward PDE solving on Airfoil

0.43Relative L2FUNCATTN
-4.312827.701159.71591.7289Jun 6, 2024Oct 4, 2024Feb 1, 2025Jun 2, 2025Sep 30, 2025Jan 28, 2026May 29, 2026
Updated 5mo ago

Evaluation results

MethodLinks
FUNCATTNArchitecture Category=Attention2026.050.43
PGOTData Format=Structured Mesh2025.120.46
SAOTData Format=Structured Mesh2025.120.51
TransolverData Format=Structured Mesh2025.120.53
TRANSOLVERArchitecture Category=Attention2026.050.53
LNOArchitecture Category=Attention2026.050.54
LSMData Format=Structured Mesh2025.120.59
LSMArchitecture Category=Frequency2026.050.59
ONOData Format=Structured Mesh2025.120.61
ONOArchitecture Category=Attention2026.050.61
HT-NetData Format=Structured Mesh2025.120.65
HT-NETArchitecture Category=Attention2026.050.65
FactFormerData Format=Structured Mesh2025.120.71
FACTFORMERArchitecture Category=Attention2026.050.71
WMTData Format=Structured Mesh2025.120.75
WMTArchitecture Category=Frequency2026.050.75
GNOTData Format=Structured Mesh2025.120.76
GNOTArchitecture Category=Attention2026.050.76
U-NOData Format=Structured Mesh2025.120.78
F-FNOData Format=Structured Mesh2025.120.78
U-NOArchitecture Category=Frequency2026.050.78
F-FNOArchitecture Category=Frequency2026.050.78
IPOTData Format=Structured Mesh2025.120.88
GalerkinData Format=Structured Mesh2025.121.18
GALERKINArchitecture Category=Attention2026.051.18
Geo-FNOData Format=Structured Mesh2025.121.38
GEO-FNOArchitecture Category=Frequency2026.051.38
OFormerData Format=Structured Mesh2025.121.83
OFORMERArchitecture Category=Attention2026.051.83
U-FNOData Format=Structured Mesh2025.122.69
U-FNOArchitecture Category=Frequency2026.052.69
Transolver2024.0647
LNOLayers=8, Dim=128, Size=256, Heads=8, Batch=4, Epoch=500, Loss=rL2, Optimizer=AdamW, Scheduler=OneCycleLR2024.0651
F-FNO2024.0660
GNOT2024.0675
U-FNO2024.06119