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1D KdV forecasting on KdV single-soliton in-distribution (test)
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2.1
NMSE (Step 50)
U-FNO
1.932
3.066
4.2
5.334
May 9, 2026
NMSE (Step 50)
NMSE (Step 100)
NMSE (Step 200)
NMSE (Step 500)
NMSE (Step 1000)
NMSE (Step 1500)
NMSE (Step 2000)
Updated 22d ago
Evaluation Results
Method
Method
Links
NMSE (Step 50)
NMSE (Step 100)
NMSE (Step 200)
NMSE (Step 500)
NMSE (Step 1000)
NMSE (Step 1500)
NMSE (Step 2000)
U-FNO
Training horizon=200 s...
2026.05
2.1
6.1
1.5
7.2
1.7
1.6
1.7
FNO + comm. reg.
Training horizon=200 s...
2026.05
2.1
6.1
1.5
7.3
1.9
3.4
5.1
U-FNO + comm. reg.
Training horizon=200 s...
2026.05
2.1
6.2
1.5
4.4
1.3
2.9
4.6
FNO
Training horizon=200 s...
2026.05
6.3
7.6
3.1
3.9
4.9
5
5
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