Counterfactual Generation on Simple Dataset
99.7Retained RateCVAE
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CVAEAttributes=sex,race2026.05 | 99.7 | — | — | 3.58 | — | |
| CVAEAttribute=race2026.05 | 99.6 | — | — | 2.26 | — | |
| CVAEAttribute=sex2026.05 | 99.4 | — | — | 2.76 | — | |
| TabChangeAttribute=race2026.05 | 98.4 | — | — | 2.18 | — | |
| TabChangeAttribute=sex2026.05 | 97.7 | — | — | 2.64 | — | |
| TabChangeAttributes=sex,race2026.05 | 94.6 | — | — | 3.41 | — | |
| DiffusionAttributes=sex,race2026.05 | 84.3 | — | — | 3.94 | — | |
| DiffusionAttribute=race2026.05 | 65.2 | — | — | 2.24 | — | |
| DiffusionAttribute=sex2026.05 | 42.2 | — | — | 2.26 | — | |
| CVAEAttributes=sex,race, Total=40022026.05 | — | 37 | 63 | — | — | |
| CVAEAttribute=race2026.05 | — | — | — | — | 36.3 | |
| CVAEAttribute=sex2026.05 | — | — | — | — | 36.23 | |
| DiffusionAttributes=sex,race, Total=40022026.05 | — | 16.1 | 83.9 | — | — | |
| DiffusionAttribute=race2026.05 | — | — | — | — | 0.53 | |
| DiffusionAttribute=sex2026.05 | — | — | — | — | 0.58 | |
| TabChangeAttributes=sex,race, Total=40022026.05 | — | 48.1 | 51.9 | — | — | |
| TabChangeAttribute=race2026.05 | — | — | — | — | 62.65 | |
| TabChangeAttribute=sex2026.05 | — | — | — | — | 57.12 |