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Benchmarks
Forward PDE solving on Darcy Flow Full Observation
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1.05
L2 Relative Error
PRISMA
0.476
4.3505
8.225
12.0995
Dec 1, 2025
L2 Relative Error
Average Rank
Updated 1mo ago
Evaluation Results
Method
Method
Links
L2 Relative Error
Average Rank
PRISMA
Steps (N)=50, Inferenc...
2025.12
1.05
2.75
FunDPS*
Steps (N)=200, Inferen...
2025.12
1.1
4.38
PRISMA
Steps (N)=20, Inferenc...
2025.12
1.1
3.81
FunDPS*
Steps (N)=500, Inferen...
2025.12
1.4
3.69
DiffusionPDE*
Steps (N)=2000, Infere...
2025.12
2.9
5.88
PINO
2025.12
4
2.75
FNO
2025.12
5.3
5.67
DeepONet
2025.12
12.3
8.17
PINNs
2025.12
15.4
9
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