Counterfactual Generation on COMPAS
100VCRTabChange
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| TabChangeAttribute=race, Total=12352026.05 | 100 | 0 | — | — | |
| TabChangeAttribute=sex, Total=12352026.05 | 99.4 | 0.6 | — | — | |
| TabChangeAttributes=sex,race, Total=12352026.05 | 97.2 | 2.8 | — | — | |
| CVAEAttributes=sex,race, Total=12352026.05 | 35.2 | 64.8 | — | — | |
| DiffusionAttributes=sex,race, Total=12352026.05 | 14.3 | 85.7 | — | — | |
| CVAEAttribute=race, Total=12352026.05 | 12.2 | 87.8 | — | — | |
| CVAEAttribute=sex, Total=12352026.05 | 12.2 | 87.8 | — | — | |
| DiffusionAttribute=race, Total=12352026.05 | 3.8 | 96.2 | — | — | |
| DiffusionAttribute=sex, Total=12352026.05 | 3.8 | 96.2 | — | — | |
| CVAEAttribute=race2026.05 | — | — | 99.7 | 2.36 | |
| CVAEAttribute=sex2026.05 | — | — | 99.6 | 2.28 | |
| DiffusionAttribute=race2026.05 | — | — | 99.8 | 2.09 | |
| DiffusionAttribute=sex2026.05 | — | — | 99.9 | 2.37 | |
| TabChangeAttribute=race2026.05 | — | — | 100 | 1.41 | |
| TabChangeAttribute=sex2026.05 | — | — | 99.4 | 1.41 |