Counterfactual Distribution Estimation on Colored MNIST a=2
18.23Mean Out-Sample W2GDR
Evaluation Results
| Method | Links | |
|---|---|---|
| GDRGenerative Model=CDMs2025.09 | 18.23 | |
| Plug-inGenerative Model=CDMs2025.09 | 18.44 | |
| RAGenerative Model=CDMs2025.09 | 18.92 | |
| GDRGenerative Model=CGANs2025.09 | 21.33 | |
| Plug-inGenerative Model=CGANs2025.09 | 24.08 | |
| IPTWGenerative Model=CGANs2025.09 | 24.24 | |
| RAGenerative Model=CGANs2025.09 | 24.56 | |
| IPTWGenerative Model=CDMs2025.09 | 25.88 | |
| GDRGenerative Model=CVAEs2025.09 | 28.28 | |
| IPTWGenerative Model=CVAEs2025.09 | 28.6 | |
| RAGenerative Model=CVAEs2025.09 | 33.24 | |
| GDRGenerative Model=CNFs2025.09 | 33.74 | |
| RAGenerative Model=CNFs2025.09 | 39.93 | |
| Plug-inGenerative Model=CNFs2025.09 | 42.69 | |
| Plug-inGenerative Model=CVAEs2025.09 | 49.02 | |
| IPTWGenerative Model=CNFs2025.09 | 62.21 |