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ResearchFormerly WizWand

2D Darcy flow on 2D Darcy flow

0.55Relative L2 ErrorSKNO
0.32841.82423.324.8158May 17, 2025
Updated 5mo ago

Evaluation results

MethodLinks
SKNOTraining Time=17.59 min2025.050.55
TransolverTraining Time=115.48 min2025.050.58
SKNO-AttentionTraining Time=76.90 min2025.050.58
CNOTraining Time=63.34 min2025.050.6
2Stack-FNOTraining Time=13.35 min2025.050.61
FNOTraining Time=10.21 min2025.050.62
LSMTraining Time=20.37 min2025.050.65
Augmented FNOTraining Time=10.82 min2025.050.67
Hyperbolic FNOTraining Time=15.83 min2025.050.8
GNOTTraining Time=22.58 min2025.051.02
OFormerTraining Time=21.91 min2025.051.21
DeepONetTraining Time=5.20 min2025.056.09