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Benchmarks
PDE Reconstruction on Helmholtz 3% uniformly random measurements
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7.67
Coefficient Relative L2 Error
Ambient Flow
-0.7512
56.0919
112.935
169.7781
Feb 14, 2026
Coefficient Relative L2 Error
Solution Relative L2 Error
Updated 3mo ago
Evaluation Results
Method
Method
Links
Coefficient Relative L2 Error
Solution Relative L2 Error
Ambient Flow
Partial Obs. Training=...
2026.02
7.67
0.44
Ambient Flow
Partial Obs. Training=...
2026.02
7.67
0.44
Ambient Flow
Partial Obs. Training=...
2026.02
7.73
0.47
FunDPS
Partial Obs. Training=...
2026.02
17.16
2.13
DiffusionPDE
Partial Obs. Training=...
2026.02
19.07
12.64
FunDPS
Partial Obs. Training=...
2026.02
20.07
2.2
DeepONet
Partial Obs. Training=...
2026.02
132.8
123.1
PINN
Partial Obs. Training=...
2026.02
160
142.3
PINO
Partial Obs. Training=...
2026.02
216.9
106.5
FNO
Partial Obs. Training=...
2026.02
218.2
98.2
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