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Counterfactual Distribution Estimation on Colored MNIST a=0
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20.29
Mean Out-Sample W2
RA
18.5388
30.3594
42.18
54.0006
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
20.29
Plug-in
Generative Model=CDMs
2025.09
20.8
GDR
Generative Model=CDMs
2025.09
20.94
IPTW
Generative Model=CDMs
2025.09
25.48
GDR
Generative Model=CGANs
2025.09
29.55
Plug-in
Generative Model=CGANs
2025.09
29.98
IPTW
Generative Model=CGANs
2025.09
29.98
RA
Generative Model=CGANs
2025.09
31.84
IPTW
Generative Model=CVAEs
2025.09
32.9
GDR
Generative Model=CVAEs
2025.09
32.98
RA
Generative Model=CVAEs
2025.09
38.26
GDR
Generative Model=CNFs
2025.09
39.69
RA
Generative Model=CNFs
2025.09
46.02
Plug-in
Generative Model=CNFs
2025.09
46.15
Plug-in
Generative Model=CVAEs
2025.09
53.59
IPTW
Generative Model=CNFs
2025.09
64.07
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