Counterfactual Explanations on titanic
44.7ValidityFACE
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FACE2025.02 | 44.7 | 3.182 | 56.6 | 0 | 73.2 | 1.098 | |
| uncertainty+d2025.02 | 38.5 | 5.409 | 60.7 | 1.957 | 70.6 | 2.08 | |
| DICE2025.02 | 37.6 | 4.609 | 56.8 | 0 | 75.3 | 0.384 | |
| uncertainty2025.02 | 2.3 | 41.101 | 61.7 | 37.035 | 75.9 | 14.044 | |
| GSensemble=DARE2025.02 | 0.499 | 5.034 | 0.706 | 1.883 | 0.718 | — | |
| GSensemble=adversarial2025.02 | 0.499 | 6.1 | 0.696 | 3.695 | 0.685 | — | |
| uncertainty+densemble=DARE2025.02 | 0.49 | 3.827 | 0.568 | 0.423 | 0.639 | 1.875 | |
| FACEensemble=DARE2025.02 | 0.489 | 2.618 | 0.48 | 0 | 0.675 | 0.618 | |
| FACEensemble=adversarial2025.02 | 0.479 | 3.37 | 0.588 | 0 | 0.732 | 0.634 | |
| DICEensemble=DARE2025.02 | 0.448 | 8.802 | 0.542 | 1.939 | 0.719 | 2.111 | |
| uncertainty+densemble=adversarial2025.02 | 0.406 | 5.756 | 0.646 | 1.487 | 0.646 | 2.525 | |
| DICEensemble=adversarial2025.02 | 0.162 | 10.651 | 0.538 | 2.352 | 0.766 | 1.859 | |
| uncertaintyensemble=adversarial2025.02 | 0.008 | 115.16 | 0.62 | 111.107 | 0.754 | 44.337 | |
| uncertaintyensemble=DARE2025.02 | 0.007 | 58.392 | 0.616 | 55.691 | 0.756 | 9.601 |