Algorithmic Recourse on Adult (10-fold cross-validation)
0.03Recourse CostSOGAR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SOGARClassifier Model=DNN2026.05 | 0.03 | 0.03 | 0.06 | 1,248.4 | |
| T-CREx0.9Classifier Model=LightGBM2026.05 | 0.28 | 0.96 | 1.24 | 10.88 | |
| SOGARClassifier Model=XGBoost2026.05 | 0.3 | 0.34 | 0.64 | 763 | |
| T-CREx0.99Classifier Model=XGBoost2026.05 | 0.35 | 0.99 | 1.13 | 10.23 | |
| SOGARClassifier Model=LightGBM2026.05 | 0.35 | 0.17 | 0.52 | 1,235.3 | |
| T-CREx0.99Classifier Model=LightGBM2026.05 | 0.45 | 0.99 | 1.44 | 10.5 | |
| T-CREx0.99Classifier Model=DNN2026.05 | 0.64 | 0.86 | 1.5 | 10.4 | |
| T-CREx0.9Classifier Model=DNN2026.05 | 0.66 | 0.91 | 1.58 | 15.04 | |
| T-CREx0.9Classifier Model=XGBoost2026.05 | 0.7 | 0.9 | 1.46 | 12.52 | |
| GLANCEClassifier Model=LightGBM2026.05 | 0.93 | 0.01 | 0.93 | 32 | |
| GLANCEClassifier Model=DNN2026.05 | 0.96 | 0 | 0.96 | 47.22 | |
| GLANCEClassifier Model=XGBoost2026.05 | 0.96 | 0.01 | 0.96 | 35.1 | |
| GLOBE-CEClassifier Model=LightGBM2026.05 | 0.97 | 0 | 0.97 | 171.6 | |
| GLOBE-CEClassifier Model=DNN2026.05 | 0.98 | 0 | 0.98 | 170.5 | |
| GLOBE-CEClassifier Model=XGBoost2026.05 | 0.98 | 0 | 0.98 | 205.2 |