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Benchmarks
PDE Inverse Problem on Darcy Flow Noisy
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12.34
Error Rate
PRISMA
10.0304
25.6202
41.21
56.7998
Dec 1, 2025
Error Rate
Average Rank
Updated 1mo ago
Evaluation Results
Method
Method
Links
Error Rate
Average Rank
PRISMA
Steps (N)=20
2025.12
12.34
-
PRISMA
Steps (N)=50, Inferenc...
2025.12
23.14
1.13
PRISMA
Steps (N)=20, Inferenc...
2025.12
23.15
2.13
FunDPS
Steps (N)=200
2025.12
31.34
-
FunDPS
Steps (N)=200, Inferen...
2025.12
49.39
3.75
FunDPS
Steps (N)=500, Inferen...
2025.12
49.62
5
PINO
Steps (N)=N/A
2025.12
49.78
-
FNO
Steps (N)=N/A
2025.12
49.793
-
FNO
2025.12
52.3
5
PINO
2025.12
52.3
6.17
DiffusionPDE
Steps (N)=2000
2025.12
53.12
-
DiffusionPDE
Steps (N)=2000, Infere...
2025.12
70.08
4.38
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