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Counterfactual Distribution Estimation on Colored MNIST a=4
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20.44
Mean Out-Sample W2
RA
18.5752
31.1626
43.75
56.3374
Sep 26, 2025
Mean Out-Sample W2
Updated 1mo ago
Evaluation Results
Method
Method
Links
Mean Out-Sample W2
RA
Generative Model=CDMs
2025.09
20.44
GDR
Generative Model=CGANs
2025.09
20.55
GDR
Generative Model=CDMs
2025.09
20.6
Plug-in
Generative Model=CDMs
2025.09
20.7
RA
Generative Model=CGANs
2025.09
21.35
Plug-in
Generative Model=CGANs
2025.09
21.86
IPTW
Generative Model=CGANs
2025.09
23.26
GDR
Generative Model=CVAEs
2025.09
24.21
IPTW
Generative Model=CVAEs
2025.09
27.43
RA
Generative Model=CVAEs
2025.09
28.2
IPTW
Generative Model=CDMs
2025.09
29.48
GDR
Generative Model=CNFs
2025.09
32.55
RA
Generative Model=CNFs
2025.09
40.16
Plug-in
Generative Model=CNFs
2025.09
45.53
Plug-in
Generative Model=CVAEs
2025.09
45.72
IPTW
Generative Model=CNFs
2025.09
67.06
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