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Benchmarks
10-step incompressible flow rollout on NS-G moderate viscosity (m) (test)
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0.0033
UV relative-L2 ratio
FNO
-0.234568
1.371041
2.97665
4.582259
May 21, 2026
UV relative-L2 ratio
Updated 12d ago
Evaluation Results
Method
Method
Links
UV relative-L2 ratio
FNO
2026.05
0.0033
ARC-STAR
2026.05
0.0045
TFNO
2026.05
0.021
UNO
2026.05
0.0235
Poseidon-FT
tuning=LoRA, r=8
2026.05
0.0443
Poseidon-FT
tuning=Partial
2026.05
0.0644
PDE-Refiner
2026.05
0.474
Leray projection
2026.05
0.689
PINO-TTO-lite
mode=lite
2026.05
0.955
Poseidon (raw)
2026.05
1
DenseRes
2026.05
1.105
U-Net
2026.05
2.821
PINN-Residual TTO
2026.05
2.978
PDEArena
2026.05
5.119
ResNet
2026.05
5.95
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