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Benchmarks
Constrained Generative Modeling on Hypercube [0, 1]^d d=2 (test)
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0.0224
Sliced Wasserstein Distance
DDPM
0.015676
0.061063
0.10645
0.151837
Oct 2, 2023
Sliced Wasserstein Distance
W1 Distance
MMD
Constraint Violation Rate
Updated 1mo ago
Evaluation Results
Method
Method
Links
Sliced Wasserstein Distance
W1 Distance
MMD
Constraint Violation Rate
DDPM
dimension=2
2023.10
0.0224
0.0007
0.0027
9.37
MDM
dimension=2
2023.10
0.03
0.0008
0.0027
-
Reflected [25]
dimension=2
2023.10
0.0375
0.002
0.0092
-
Reflected [18]
dimension=2
2023.10
0.1905
0.044
0.3226
-
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