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Solving Parametric PDEs on 1D Helmholtz (k ∈ {1.00, 3.25, 5.50, 7.75, 10.00})
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2.21
Relative L2 Error
PI-DeepONet
1.9228
3.8614
5.8
7.7386
Jun 3, 2026
Relative L2 Error
Wall Time (min)
Updated 12h ago
Evaluation Results
Method
Method
Links
Relative L2 Error
Wall Time (min)
PI-DeepONet
Setup=one network
2026.06
2.21
61.8
SA-PINN
Setup=per-k, Retrainin...
2026.06
3.23
11.4
ReLoBRaLo
Setup=per-k, Retrainin...
2026.06
3.87
7.9
LC-PINN
Conditioning=FiLM, Opt...
2026.06
9.39
65.9
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