Counterfactual Explanations on diabetes
49.8ValidityGS
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| GSensemble=DARE2025.02 | 49.8 | 2.243 | 97.3 | 0.337 | 68.6 | — | — | |
| GSensemble=adversarial2025.02 | 49.7 | 2.149 | 97.1 | 0.421 | 70 | — | — | |
| GS2025.02 | 49.5 | 2.107 | 97.3 | 0.401 | 67.4 | — | — | |
| FACEensemble=adversarial2025.02 | 44.5 | 2.221 | 94.2 | 0 | 69.6 | 0.647 | — | |
| FACEensemble=DARE2025.02 | 43.6 | 2.161 | 92.4 | 0 | 69 | 0.699 | — | |
| FACE2025.02 | 41 | 2.279 | 93.4 | 0 | 68.3 | 0.72 | — | |
| DICEensemble=DARE2025.02 | 40.7 | 2.471 | 92.1 | 0.726 | 71 | 0.583 | — | |
| uncertainty+densemble=DARE2025.02 | 40.4 | 2.17 | 98.4 | 0.066 | 66.4 | 0.674 | — | |
| DICEensemble=adversarial2025.02 | 38.3 | 2.665 | 92.3 | 0.819 | 71.7 | 0.695 | — | |
| uncertainty+densemble=adversarial2025.02 | 38.2 | 2.776 | 100 | 0.218 | 74.5 | 0.84 | — | |
| DICE2025.02 | 37.9 | 2.619 | 92.8 | 0.782 | 71.9 | 0.662 | — | |
| uncertainty+d2025.02 | 35.7 | 2.506 | 100 | 0.254 | 75.6 | 0.818 | — | |
| uncertaintyensemble=adversarial2025.02 | 5.6 | 12.347 | 98.5 | 10.251 | 77.1 | 5.644 | — | |
| uncertaintyensemble=DARE2025.02 | 2.5 | 6.397 | 98.5 | 4.542 | 76.5 | 2.346 | — | |
| uncertainty2025.02 | 1.7 | 4.525 | 98.5 | 2.605 | 75.8 | 1.244 | — | |
| BayConNon-actionable feature constraint=true, Selection strategy=Random2026.05 | — | — | — | — | — | — | 3.3 | |
| BayConNon-actionable feature constraint=true, Selection strategy=Closest2026.05 | — | — | — | — | — | — | 1.8 | |
| DiCENon-actionable feature constraint=true, Model access=Surrogate2026.05 | — | — | — | — | — | — | 4 | |
| ExDBSCANNon-actionable feature constraint=true2026.05 | — | — | — | — | — | — | 2.9 | |
| ExDBSCANNon-actionable feature constraint=true, Selection strategy=Random2026.05 | — | — | — | — | — | — | 3.7 | |
| GSNon-actionable feature constraint=true, Model access=Surrogate2026.05 | — | — | — | — | — | — | 2.9 |