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Benchmarks
Forward Simulation on Darcy Flow 97% Sparse Observation
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0.0249
L2 Relative Error
FunDPS
0.006376
0.131413
0.25645
0.381487
Dec 1, 2025
L2 Relative Error
Average Rank
Updated 1mo ago
Evaluation Results
Method
Method
Links
L2 Relative Error
Average Rank
FunDPS
Steps (N)=500
2025.12
0.0249
1.75
FunDPS
Steps (N)=200
2025.12
0.0288
3.25
PRISMA
Steps (N)=50
2025.12
0.0311
2.25
PRISMA
Steps (N)=20
2025.12
0.0313
3
DiffusionPDE
Steps (N)=2000
2025.12
0.0607
3.75
FNO
2025.12
0.282
6.5
PINO
2025.12
0.352
6.5
DeepONet
2025.12
0.383
6.5
PINN
2025.12
0.488
8.5
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