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ResearchFormerly WizWand

PDE Solving on Navier-Stokes (NS) problem

0.04Relative L2 ErrorLFNO
-0.52243.27387.0710.8662May 24, 2026May 25, 2026May 26, 2026May 27, 2026May 28, 2026May 29, 2026
Updated 4mo ago

Evaluation results

MethodLinks
LFNOEpochs=50002026.050.04—
FNOEpochs=50002026.050.06—
L∞-PINNBackbone=MLP2026.050.1344,768
DB-PINNBackbone=PirateNets2026.050.3696,054
CAMLBackbone=PINNsFormer2026.050.407201
LNOEpochs=50002026.050.42—
CAMLBackbone=MLP2026.050.4731,269
DB-PINNBackbone=PINNsFormer2026.050.569331
BRDRBackbone=PINNsFormer2026.050.625367
SA-PINNBackbone=PINNsFormer2026.050.676330
PINNBackbone=PirateNets2026.050.7298,678
DB-PINNBackbone=MLP2026.050.7893,981
BRDRBackbone=MLP2026.050.8665,462
SA-PINNBackbone=MLP2026.050.9796,888
PINNBackbone=MLP2026.051.118,005
L∞-PINNBackbone=PINNsFormer2026.051.38415
CAMLBackbone=PirateNets2026.052.792,597
SA-PINNBackbone=PirateNets2026.058.718,930
BRDRBackbone=PirateNets2026.059.269,427
L∞-PINNBackbone=PirateNets2026.0514.15,545
PINNBackbone=PINNsFormer2026.05—389