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Benchmarks
Long-horizon rollout forecasting on KdV single-soliton (test)
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1.3
nMSE (Step 50)
UNet + comm. reg.
1.236
1.668
2.1
2.532
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 23d 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
1.3
1.8
1.9
2
2.3
3.5
5.1
6.9
PDE-Refiner
Training horizon=200 s...
2026.05
2.2
6.1
1.5
4.2
1.2
1.1
2.1
3.7
UNet
Training horizon=200 s...
2026.05
2.9
2.1
2.1
2.6
3.8
4.7
6.7
1.9
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