Actionable Counterfactual Generation on Adult (test)
100ValidityVAE
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| VAEOperating Space=Raw feature space2026.01 | 100 | 24.08 | 82.56 | — | — | — | 0.92 | |
| FACE(knn)Operating Space=Raw feature space2026.01 | 100 | 56.95 | 91.25 | — | — | — | 7.12 | |
| PROPLACEOperating Space=Raw feature space2026.01 | 100 | 68.71 | 89.07 | — | — | — | 0.35 | |
| DiCEOperating Space=Raw feature space2026.01 | 99.75 | 47.01 | 83.68 | — | — | — | 18.4 | |
| PAR (+LS)Operating Space=Discretized feature space2026.01 | 98.45 | 100 | 100 | — | — | — | 1.134 | |
| PAROperating Space=Discretized feature space2026.01 | 93.59 | 100 | 100 | — | — | — | 0.195 | |
| LiCEOperating Space=Raw feature space2026.01 | 91.96 | 91.96 | 100 | — | — | — | 17.7 | |
| FACE(ε)Operating Space=Raw feature space2026.01 | 79.12 | 38.94 | 88.63 | — | — | — | 7.25 | |
| CVAEOperating Space=Raw feature space2026.01 | 16.72 | 11.26 | 96.35 | — | — | — | 0.66 |