Actionable Counterfactual Generation on Credit 1994 (test)
100ValidityVAE
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| VAEOperating Space=Raw feature space2026.01 | 100 | 0 | 78.12 | — | — | — | 0.67 | |
| DiCEOperating Space=Raw feature space2026.01 | 100 | 0.62 | 72.84 | — | — | — | 145.21 | |
| FACE(knn)Operating Space=Raw feature space2026.01 | 100 | 39.82 | 84.74 | — | — | — | 5.17 | |
| PROPLACEOperating Space=Raw feature space2026.01 | 100 | 33.85 | 87.91 | — | — | — | 0.29 | |
| PAR (+LS)Operating Space=Discretized feature space2026.01 | 100 | 100 | 100 | — | — | — | 1.018 | |
| FACE(ε)Operating Space=Raw feature space2026.01 | 99.38 | 36.9 | 81.22 | — | — | — | 5.08 | |
| LiCEOperating Space=Raw feature space2026.01 | 99.13 | 99.13 | 100 | — | — | — | 2.93 | |
| PAROperating Space=Discretized feature space2026.01 | 95.44 | 100 | 100 | — | — | — | 0.092 | |
| CVAEOperating Space=Raw feature space2026.01 | 41.52 | 34.25 | 86.09 | — | — | — | 0.56 |