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Generative Modeling on Darcy flow 1024 samples (test)
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0.022
Relative Error
PIDM
-0.14348
0.97351
2.0905
3.20749
Jun 10, 2025
Relative Error
Wasserstein Distance
Jensen-Shannon Divergence
Number of Function Evaluations
Inference Time (s)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Relative Error
Wasserstein Distance
Jensen-Shannon Divergence
Number of Function Evaluations
Inference Time (s)
PIDM
Architecture=UNet arch...
2025.06
0.022
3.103
3.179
100
2.05
PBFM
description=Physics-Ba...
2025.06
0.838
0.138
0.256
20
0.101
CoCoGen
Architecture=UNet arch...
2025.06
1.32
0.249
0.36
100
7.395
D-Flow
Sample Filtering=RE <...
2025.06
2.286
0.147
0.237
20
3.126
ECI
Physical Constraint Sc...
2025.06
3.045
2.892
2.818
20
0.122
DiffusionPDE
2025.06
3.388
0.089
0.139
20
0.59
FM-OT
2025.06
4.159
0.059
0.131
20
0.1
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