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Inverse PDE solving on Darcy Flow Full Observation
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0.021
L2 Relative Error
PINO
0.01664
0.04607
0.0755
0.10493
Dec 1, 2025
L2 Relative Error
Average Rank
Updated 1mo ago
Evaluation Results
Method
Method
Links
L2 Relative Error
Average Rank
PINO
2025.12
0.021
2.75
FunDPS*
Steps (N)=500, Inferen...
2025.12
0.03
3.69
PRISMA
Steps (N)=50, Inferenc...
2025.12
0.0379
2.75
PRISMA
Steps (N)=20, Inferenc...
2025.12
0.038
3.81
FunDPS*
Steps (N)=200, Inferen...
2025.12
0.042
4.38
FNO
2025.12
0.056
5.67
DeepONet
2025.12
0.084
8.17
PINNs
2025.12
0.101
9
DiffusionPDE*
Steps (N)=2000, Infere...
2025.12
0.13
5.88
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