Counterfactual Distribution Estimation on Colored MNIST a=3
18.39Mean Out-Sample W2GDR
Evaluation Results
| Method | Links | |
|---|---|---|
| GDRGenerative Model=CDMs2025.09 | 18.39 | |
| Plug-inGenerative Model=CDMs2025.09 | 19.21 | |
| RAGenerative Model=CDMs2025.09 | 19.59 | |
| GDRGenerative Model=CGANs2025.09 | 21.24 | |
| RAGenerative Model=CGANs2025.09 | 21.99 | |
| Plug-inGenerative Model=CGANs2025.09 | 22.67 | |
| IPTWGenerative Model=CGANs2025.09 | 23.13 | |
| GDRGenerative Model=CVAEs2025.09 | 25.94 | |
| IPTWGenerative Model=CDMs2025.09 | 26.36 | |
| IPTWGenerative Model=CVAEs2025.09 | 26.95 | |
| RAGenerative Model=CVAEs2025.09 | 30.78 | |
| GDRGenerative Model=CNFs2025.09 | 31.98 | |
| RAGenerative Model=CNFs2025.09 | 38.11 | |
| Plug-inGenerative Model=CNFs2025.09 | 39.51 | |
| Plug-inGenerative Model=CVAEs2025.09 | 47.01 | |
| IPTWGenerative Model=CNFs2025.09 | 62.11 |