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ResearchFormerly WizWand

Forward PDE solving on Plasticity

0.0012Relative L2 ErrorPGOT
-0.1331520.7737241.68062.587476Jun 6, 2024Oct 4, 2024Feb 1, 2025Jun 2, 2025Sep 30, 2025Jan 28, 2026May 29, 2026
Updated 5mo ago

Evaluation results

MethodLinks
PGOTData Format=Structured Mesh2025.120.0012
TransolverData Format=Structured Mesh2025.120.0013
SAOTData Format=Structured Mesh2025.120.0014
OFormerData Format=Structured Mesh2025.120.0017
LSMData Format=Structured Mesh2025.120.0025
IPOTData Format=Structured Mesh2025.120.0033
U-NOData Format=Structured Mesh2025.120.0034
U-FNOData Format=Structured Mesh2025.120.0039
F-FNOData Format=Structured Mesh2025.120.0047
ONOData Format=Structured Mesh2025.120.0048
Geo-FNOData Format=Structured Mesh2025.120.0074
WMTData Format=Structured Mesh2025.120.0076
GalerkinData Format=Structured Mesh2025.120.012
FactFormerData Format=Structured Mesh2025.120.0312
HT-NetData Format=Structured Mesh2025.120.0333
GNOTData Format=Structured Mesh2025.120.0336
FUNCATTNArchitecture Category=Attention2026.050.11
Transolver2024.060.12
TRANSOLVERArchitecture Category=Attention2026.050.13
OFORMERArchitecture Category=Attention2026.050.17
LSMArchitecture Category=Frequency2026.050.25
F-FNO2024.060.27
LNOLayers=8, Dim=128, Size=256, Heads=8, Batch=4, Epoch=500, Loss=rL2, Optimizer=AdamW, Scheduler=OneCycleLR2024.060.29
LNOArchitecture Category=Attention2026.050.31
U-NOArchitecture Category=Frequency2026.050.34
U-FNOArchitecture Category=Frequency2026.050.39
U-FNO2024.060.41
F-FNOArchitecture Category=Frequency2026.050.47
ONOArchitecture Category=Attention2026.050.48
GEO-FNOArchitecture Category=Frequency2026.050.74
WMTArchitecture Category=Frequency2026.050.76
GALERKINArchitecture Category=Attention2026.051.2
FACTFORMERArchitecture Category=Attention2026.053.12
GNOT2024.063.19
HT-NETArchitecture Category=Attention2026.053.33
GNOTArchitecture Category=Attention2026.053.36