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Benchmarks
Rollout Prediction on Navier-Stokes 64x64, ν=10⁻⁵ (test)
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90
Relative L2 Error (Step 1)
FaNO
86.588
109.619
132.65
155.681
Jun 15, 2026
Relative L2 Error (Step 1)
Relative L2 Error (Step 2)
Relative L2 Error (Step 3)
Relative L2 Error (Step 4)
Relative L2 Error (Step 5)
Relative L2 Error (Step 6)
Relative L2 Error (Step 7)
Relative L2 Error (Step 8)
Relative L2 Error (Step 9)
Relative L2 Error (Step 10)
Average Relative L2 Error (Estep)
Full Relative L2 Error (Efull)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Relative L2 Error (Step 1)
Relative L2 Error (Step 2)
Relative L2 Error (Step 3)
Relative L2 Error (Step 4)
Relative L2 Error (Step 5)
Relative L2 Error (Step 6)
Relative L2 Error (Step 7)
Relative L2 Error (Step 8)
Relative L2 Error (Step 9)
Relative L2 Error (Step 10)
Average Relative L2 Error (Estep)
Full Relative L2 Error (Efull)
FaNO
Channel=20, Params=0.1...
2026.06
90
98.2
108.3
120.5
137
153.8
177.6
205.8
241.2
281.7
161.4
189
FNO
Channel=20, Params=0.4...
2026.06
98.2
109.5
123.1
140.6
158
176.1
197.6
223.9
257.2
296.7
178.1
205.5
U-Net
Channel=32, Params=7.73 M
2026.06
120.3
130.1
154.4
167.8
189.5
215.2
246.3
286.4
331.8
385.3
222.7
261.4
DeepONet
Params=1.308 M
2026.06
175.3
186.4
209.3
236.1
263.2
291.8
320
349.5
381.5
406.8
282
314.4
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