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Benchmarks
PDE Reconstruction on Darcy Flow 3% uniformly random measurements
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2.07
Coefficient Rel L2 Error
Ambient Flow
-0.2352
15.3249
30.885
46.4451
Feb 14, 2026
Coefficient Rel L2 Error
Solution Rel L2 Error
Updated 3mo ago
Evaluation Results
Method
Method
Links
Coefficient Rel L2 Error
Solution Rel L2 Error
Ambient Flow
Partial Obs. Training=...
2026.02
2.07
0.74
Ambient Flow
Partial Obs. Training=...
2026.02
2.07
0.74
Ambient Flow
Partial Obs. Training=...
2026.02
2.08
0.76
FunDPS
Partial Obs. Training=...
2026.02
5.18
2.49
FunDPS
Partial Obs. Training=...
2026.02
6.78
2.88
DiffusionPDE
Partial Obs. Training=...
2026.02
7.87
6.07
DeepONet
Partial Obs. Training=...
2026.02
41.1
38.3
PINO
Partial Obs. Training=...
2026.02
49.2
35.2
FNO
Partial Obs. Training=...
2026.02
49.3
28.2
PINN
Partial Obs. Training=...
2026.02
59.7
48.8
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