Counterfactual Distribution Estimation on Colored MNIST a=0
20.29Mean Out-Sample W2RA
Evaluation Results
| Method | Links | |
|---|---|---|
| RAGenerative Model=CDMs2025.09 | 20.29 | |
| Plug-inGenerative Model=CDMs2025.09 | 20.8 | |
| GDRGenerative Model=CDMs2025.09 | 20.94 | |
| IPTWGenerative Model=CDMs2025.09 | 25.48 | |
| GDRGenerative Model=CGANs2025.09 | 29.55 | |
| Plug-inGenerative Model=CGANs2025.09 | 29.98 | |
| IPTWGenerative Model=CGANs2025.09 | 29.98 | |
| RAGenerative Model=CGANs2025.09 | 31.84 | |
| IPTWGenerative Model=CVAEs2025.09 | 32.9 | |
| GDRGenerative Model=CVAEs2025.09 | 32.98 | |
| RAGenerative Model=CVAEs2025.09 | 38.26 | |
| GDRGenerative Model=CNFs2025.09 | 39.69 | |
| RAGenerative Model=CNFs2025.09 | 46.02 | |
| Plug-inGenerative Model=CNFs2025.09 | 46.15 | |
| Plug-inGenerative Model=CVAEs2025.09 | 53.59 | |
| IPTWGenerative Model=CNFs2025.09 | 64.07 |