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1D PDE Forecasting on KdV multi-soliton (test)
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1.6
nMSE (Step 50)
UNet + comm. reg.
1.512
2.106
2.7
3.294
May 9, 2026
nMSE (Step 50)
nMSE (Step 100)
nMSE (Step 200)
nMSE (Step 500)
nMSE (Step 1000)
nMSE (Step 2000)
nMSE (Step 3000)
nMSE (Step 5000)
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 2000)
nMSE (Step 3000)
nMSE (Step 5000)
UNet + comm. reg.
Training horizon=200 s...
2026.05
1.6
2.1
2.1
2.3
2.5
3.6
4.7
6.1
UNet
Training horizon=200 s...
2026.05
2
2.2
2.1
2.6
4
4.9
7.3
1.8
PDE-Refiner
Training horizon=200 s...
2026.05
3.8
5.8
1.1
3.4
6.6
1.1
2
3.8
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