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Benchmarks
Forward PDE solving on Helmholtz Full Observation
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0.0108
L2 Relative Error
FunDPS*
0.003992
0.049946
0.0959
0.141854
Dec 1, 2025
L2 Relative Error
Average Rank
Updated 4d ago
Evaluation Results
Method
Method
Links
L2 Relative Error
Average Rank
FunDPS*
Steps (N)=200, Inferen...
2025.12
0.0108
4.38
FunDPS*
Steps (N)=500, Inferen...
2025.12
0.0108
3.69
PINO
2025.12
0.049
2.75
PRISMA
Steps (N)=50, Inferenc...
2025.12
0.0711
2.75
PRISMA
Steps (N)=20, Inferenc...
2025.12
0.0812
3.81
DiffusionPDE*
Steps (N)=2000, Infere...
2025.12
0.109
5.88
FNO
2025.12
0.111
5.67
DeepONet
2025.12
0.178
8.17
PINNs
2025.12
0.181
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