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Solving Parametric Partial Differential Equations on 2D Helmholtz (k={1.00, 5.50, 10.00})
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1.13
Relative L2 Error (mean)
ReLoBRaLo
0.862
2.671
4.48
6.289
Jun 3, 2026
Relative L2 Error (mean)
Relative L2 Error (std)
Wall Time
Updated 12h ago
Evaluation Results
Method
Method
Links
Relative L2 Error (mean)
Relative L2 Error (std)
Wall Time
ReLoBRaLo
Network architecture=p...
2026.06
1.13
1.72
5.6
LC-PINN
Optimization=FiLM+L-BF...
2026.06
2.36
2.56
85.9
SA-PINN
Network architecture=p...
2026.06
7.83
2.76
3
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