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ResearchFormerly WizWand

Counterfactual Distribution Estimation on Colored MNIST a=0

20.29Mean Out-Sample W2RA
18.538830.359442.1854.0006Sep 26, 2025
Updated 7mo ago

Evaluation results

MethodLinks
RAGenerative Model=CDMs2025.0920.29
Plug-inGenerative Model=CDMs2025.0920.8
GDRGenerative Model=CDMs2025.0920.94
IPTWGenerative Model=CDMs2025.0925.48
GDRGenerative Model=CGANs2025.0929.55
Plug-inGenerative Model=CGANs2025.0929.98
IPTWGenerative Model=CGANs2025.0929.98
RAGenerative Model=CGANs2025.0931.84
IPTWGenerative Model=CVAEs2025.0932.9
GDRGenerative Model=CVAEs2025.0932.98
RAGenerative Model=CVAEs2025.0938.26
GDRGenerative Model=CNFs2025.0939.69
RAGenerative Model=CNFs2025.0946.02
Plug-inGenerative Model=CNFs2025.0946.15
Plug-inGenerative Model=CVAEs2025.0953.59
IPTWGenerative Model=CNFs2025.0964.07