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Benchmarks
Constrained Generation on Simplices (test)
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W1 Distance
DDPM
-13.24
82.88
179
275.12
Oct 2, 2023
W1 Distance
MMD
Constraint Violation Rate
Updated 1mo ago
Evaluation Results
Method
Method
Links
W1 Distance
MMD
Constraint Violation Rate
DDPM
d=3
2023.10
1
72
73
MDM
d=3
2023.10
1
44
-
MDM
d=5
2023.10
1
50
-
DDPM
d=5
2023.10
2
72
1,440
DDPM
d=7
2023.10
3
74
1,163
MDM
d=7
2023.10
3
42
-
DDPM
d=9
2023.10
5
87
2,753
MDM
d=9
2023.10
5
55
-
Reflected
d=3
2023.10
6
391
-
DDPM
d=20
2023.10
11
112
6,883
Reflected
d=5
2023.10
12
1,512
-
MDM
d=20
2023.10
13
61
-
Reflected
d=7
2023.10
62
1,648
-
Reflected
d=20
2023.10
98
5,790
-
Reflected
d=9
2023.10
357
13,144
-
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