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Counterfactual Distribution Estimation on Colored MNIST a=3
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18.39
Mean Out-Sample W2
GDR
16.6412
28.4456
40.25
52.0544
Sep 26, 2025
Mean Out-Sample W2
Updated 1mo ago
Evaluation Results
Method
Method
Links
Mean Out-Sample W2
GDR
Generative Model=CDMs
2025.09
18.39
Plug-in
Generative Model=CDMs
2025.09
19.21
RA
Generative Model=CDMs
2025.09
19.59
GDR
Generative Model=CGANs
2025.09
21.24
RA
Generative Model=CGANs
2025.09
21.99
Plug-in
Generative Model=CGANs
2025.09
22.67
IPTW
Generative Model=CGANs
2025.09
23.13
GDR
Generative Model=CVAEs
2025.09
25.94
IPTW
Generative Model=CDMs
2025.09
26.36
IPTW
Generative Model=CVAEs
2025.09
26.95
RA
Generative Model=CVAEs
2025.09
30.78
GDR
Generative Model=CNFs
2025.09
31.98
RA
Generative Model=CNFs
2025.09
38.11
Plug-in
Generative Model=CNFs
2025.09
39.51
Plug-in
Generative Model=CVAEs
2025.09
47.01
IPTW
Generative Model=CNFs
2025.09
62.11
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