Counterfactual Explanations on FICO
49.2ValidityGS
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GSensemble=adversarial2025.02 | 49.2 | 4.295 | 99.9 | 1.928 | 73.9 | — | |
| GS2025.02 | 48.9 | 3.855 | 99.9 | 1.409 | 74.8 | — | |
| GSensemble=DARE2025.02 | 48.7 | 3.349 | 99.9 | 0.767 | 72.2 | — | |
| FACEensemble=adversarial2025.02 | 43 | 2.389 | 84.2 | 0 | 72.5 | 0.612 | |
| uncertainty+densemble=adversarial2025.02 | 40.9 | 3.362 | 99.9 | 1.193 | 72.8 | 1.155 | |
| FACEensemble=DARE2025.02 | 39.6 | 2.269 | 82.7 | 0 | 71.1 | 0.564 | |
| FACE2025.02 | 38.8 | 2.355 | 83.3 | 0 | 72.4 | 0.574 | |
| uncertainty+densemble=DARE2025.02 | 34.2 | 2.586 | 100 | 0.502 | 74.5 | 0.84 | |
| DICEensemble=adversarial2025.02 | 33.8 | 3.892 | 86 | 1.18 | 72.7 | 1.09 | |
| DICE2025.02 | 33.7 | 4.722 | 85.8 | 1.907 | 72.8 | 1.07 | |
| DICEensemble=DARE2025.02 | 25 | 3.666 | 86.3 | 0.943 | 72.3 | 0.935 | |
| uncertainty+d2025.02 | 23.9 | 5.345 | 100 | 1.781 | 86.7 | 1.891 | |
| uncertaintyensemble=adversarial2025.02 | 3.7 | 11.571 | 99.8 | 9.821 | 72.8 | 3.525 | |
| uncertainty2025.02 | 3 | 6.453 | 99.8 | 4.72 | 71.7 | 1.113 | |
| uncertaintyensemble=DARE2025.02 | 2.1 | 5.384 | 99.8 | 3.501 | 71.4 | 1.542 |