Counterfactual Explanations on housing
49.4ValidityGS
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GSensemble=DARE2025.02 | 49.4 | 10.314 | 100 | 4.779 | 72.1 | — | |
| GSensemble=adversarial2025.02 | 49 | 12.716 | 100 | 6.773 | 75.1 | — | |
| GS2025.02 | 48.9 | 11.404 | 100 | 5.614 | 73.9 | — | |
| DICEensemble=adversarial2025.02 | 38.1 | 8.652 | 88.8 | 1.798 | 79.5 | 1.074 | |
| DICEensemble=DARE2025.02 | 37.2 | 8.332 | 88.6 | 1.371 | 78.2 | 1.054 | |
| uncertainty+densemble=adversarial2025.02 | 36.7 | 9.142 | 100 | 5.339 | 83.2 | 2.281 | |
| FACEensemble=adversarial2025.02 | 36.5 | 4.577 | 86.9 | 0 | 79.4 | 0.557 | |
| uncertainty+d2025.02 | 35.7 | 10.526 | 100 | 6.179 | 86.6 | 1.828 | |
| uncertainty+densemble=DARE2025.02 | 33.8 | 6.144 | 100 | 1.769 | 82.7 | 1.187 | |
| DICE2025.02 | 33.7 | 8.877 | 89.2 | 2.281 | 77.2 | 1.182 | |
| FACEensemble=DARE2025.02 | 33.6 | 4.893 | 88.1 | 0 | 80.5 | 0.652 | |
| FACE2025.02 | 28.8 | 4.94 | 90.7 | 0 | 81.1 | 0.726 | |
| uncertainty2025.02 | 4.2 | 27.355 | 100 | 23.397 | 79.8 | 2.139 | |
| uncertaintyensemble=DARE2025.02 | 2.9 | 33.556 | 100 | 29.378 | 79.9 | 2.523 | |
| uncertaintyensemble=adversarial2025.02 | 2.2 | 33.794 | 100 | 29.691 | 79.8 | 2.725 |