Distributional Counterfactual Explanations on HELOC Diff. tabular
0.0005OT Cost (x)AReS
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| AReSModel differentiability=Differentiable, Predictive models=SVM, MLP, RF, XGBoost, LightGBM2026.03 | 0.0005 | 0.2956 | 0.0003 | 1.7751 | |
| DISCOVERModel differentiability=Differentiable, Predictive models=SVM, MLP, RF, XGBoost, LightGBM2026.03 | 0.0139 | 0.1897 | 0.0033 | 9.4846 | |
| DiCEModel differentiability=Differentiable, Predictive models=SVM, MLP, RF, XGBoost, LightGBM2026.03 | 0.0218 | 0.1641 | 0.0054 | 5.5336 | |
| DCEModel differentiability=Differentiable, Predictive models=SVM, MLP, RF, XGBoost, LightGBM2026.03 | 0.1196 | 0.1381 | 0.0152 | 6.3231 | |
| GLOBEModel differentiability=Differentiable, Predictive models=SVM, MLP, RF, XGBoost, LightGBM2026.03 | 1.5997 | 0.1166 | 0.006 | 2.581 |