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PDE Rollout Prediction on 2D Shallow Water Equations (SWE) random initial condition
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1.1
Rollout MSE
PHNN
0.8116
2.7583
4.705
6.6517
Mar 6, 2026
Rollout MSE
Updated 1mo ago
Evaluation Results
Method
Method
Links
Rollout MSE
PHNN
Resolution=High
2026.03
1.1
FS-HNN
Resolution=High
2026.03
1.36
FS-HNN
Resolution=Com.
2026.03
1.4
FS-HNN
Resolution=Low
2026.03
2.73
FNO
Resolution=High
2026.03
2.75
FS-HNN
Resolution=Med
2026.03
8.31
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