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Counterfactual Distribution Estimation on Colored MNIST a=1
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17.62
Mean Out-Sample W2
RA
15.3712
30.5506
45.73
60.9094
Sep 26, 2025
Mean Out-Sample W2
Updated 1mo ago
Evaluation Results
Method
Method
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Mean Out-Sample W2
RA
Generative Model=CGANs
2025.09
17.62
GDR
Generative Model=CGANs
2025.09
17.94
GDR
Generative Model=CVAEs
2025.09
18.89
Plug-in
Generative Model=CGANs
2025.09
19.65
RA
Generative Model=CVAEs
2025.09
22
IPTW
Generative Model=CGANs
2025.09
22.53
GDR
Generative Model=CDMs
2025.09
24.73
Plug-in
Generative Model=CDMs
2025.09
24.95
IPTW
Generative Model=CVAEs
2025.09
25.79
RA
Generative Model=CDMs
2025.09
26.51
GDR
Generative Model=CNFs
2025.09
29.03
IPTW
Generative Model=CDMs
2025.09
37.43
RA
Generative Model=CNFs
2025.09
37.99
Plug-in
Generative Model=CVAEs
2025.09
41.65
Plug-in
Generative Model=CNFs
2025.09
49.15
IPTW
Generative Model=CNFs
2025.09
73.84
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