Fluid Dynamics Simulation on Navier-Stokes (NS) nu=10^-5 at 64x64 unified-protocol (test)

2.84Relative L2 Error (Test)

Transformer (NSL, full softmax)

Updated 2mo ago

Evaluation Results

Method	Links
Transformer (NSL, full softmax) 2026.05		2.84
SpectraNet, M=20 2026.05		7.87
SpectraNet, M=16 2026.05		7.92
SpectraNet (headline) 2026.05		8.22
SpectraNet, w=32 + residual, seed 0 2026.05		8.36
SpectraNet, w=48 plain 2026.05		8.36
SpectraNet, w=32 + spectral envelope 2026.05		8.49
SpectraNet, w=32 + residual, seed 1 2026.05		8.5
SpectraNet, w=32 + grouped channel-mixing MLP 2026.05		8.54
SpectraNet, w=64 plain 2026.05		8.69
SpectraNet, w=32 + disk truncation 2026.05		8.93
SpectraNet, w=20 plain 2026.05		9.41
SpectraNet, 3D-spectral variant 2026.05		10.06
FNO seed 0 2026.05		10.24
FNO seed 1 2026.05		10.69
Galerkin Transformer 2026.05		10.97
U-FNO 2026.05		12.18
U-Net (NSL) 2026.05		13.87
FactFormer 2026.05		16.39
U-NO 2026.05		16.97
SpectraNet, single-shot variant 2026.05		19.42
MWT 2026.05		19.44
LSM 2026.05		19.51
OFormer 2026.05		21.62
Transolver 2026.05		22.47
F-FNO 2026.05		23.31
GNOT 2026.05		23.62
KNO2d 2026.05		30.92
CNO 2026.05		32.59
ONO 2026.05		34.43
Persistence (trivial floor) 2026.05		74.81