Counterfactual Generation on Adult Income 1,000 instances (test)
77.8ValidityRandom Baseline
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Random BaselineImplementation=Own2026.07 | 77.8 | 1.671 | 2.7 | 2.1 | 31.4 | 0.055 | |
| DiCEImplementation=Library2026.07 | 74.2 | 1.953 | 4.2 | 3.1 | 1 | 0.094 | |
| C-CHVAE-styleImplementation=Own2026.07 | 53.1 | 1.527 | 17.1 | 9.1 | 1.307 | 0.029 | |
| VCNet-styleImplementation=Own2026.07 | 32.5 | 1.365 | 45.2 | 14.6 | 37.105 | 0.06 | |
| PACEImplementation=Own2026.07 | 24 | 1.242 | 100 | 24 | 5.271 | 0.076 | |
| Wachter-styleImplementation=Own2026.07 | 13.1 | 1.023 | 0.8 | 0.1 | 83.557 | 2.127 |