Counterfactual Explanations on COMPAS
72.9ValidityDensityFlow
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DensityFlow2026.05 | 72.9 | — | — | — | — | — | 1.176 | |
| GSensemble=adversarial2025.02 | 64.4 | 22.709 | 56.6 | 1.058 | 83.8 | — | — | |
| GS2025.02 | 62.2 | 15.622 | 53.5 | 0.416 | 74.3 | — | — | |
| Argument2026.05 | 61 | — | — | — | — | — | 1.542 | |
| GSensemble=DARE2025.02 | 59.8 | 24.771 | 57.8 | 0.677 | 80.8 | — | — | |
| BetaRCE2026.05 | 59.2 | — | — | — | — | — | 1.41 | |
| Product_mip2026.05 | 47.9 | — | — | — | — | — | 1.631 | |
| uncertainty+densemble=adversarial2025.02 | 47.1 | 22.057 | 57.8 | 1.985 | 79.6 | 2.454 | — | |
| DICEensemble=adversarial2025.02 | 46 | 30.408 | 44.6 | 1.235 | 73.8 | 10.297 | — | |
| uncertainty+densemble=DARE2025.02 | 44.5 | 12.519 | 57.6 | 0.556 | 82.3 | 2.34 | — | |
| DICE2025.02 | 43.2 | 12.457 | 43.7 | 0 | 78.7 | 0.192 | — | |
| uncertainty+d2025.02 | 43.2 | 14.454 | 59 | 1.668 | 77.6 | 1.793 | — | |
| FACEensemble=DARE2025.02 | 42.7 | 10.321 | 41.9 | 0 | 78.6 | 4.35 | — | |
| FACEensemble=adversarial2025.02 | 40.1 | 11.381 | 42.5 | 0 | 78.1 | 3.117 | — | |
| DICEensemble=DARE2025.02 | 38.8 | 29.084 | 46.2 | 2.432 | 75.2 | 7.894 | — | |
| CeFlow2026.05 | 38.5 | — | — | — | — | — | 0.995 | |
| FACE2025.02 | 37.1 | 10.007 | 39.6 | 0 | 78.2 | 3.191 | — | |
| CLUEensemble=DARE2025.02 | 34.1 | 22.244 | 100 | 10.229 | 68 | 5.04 | — | |
| uncertaintyensemble=adversarial2025.02 | 4.7 | 24.314 | 57 | 12.1 | 71.8 | 17.123 | — | |
| uncertainty2025.02 | 2.4 | 18.684 | 57 | 6.845 | 73.1 | 3.428 | — | |
| uncertaintyensemble=DARE2025.02 | 0.8 | 20.715 | 57 | 9.395 | 72 | 3.733 | — |