Distributional Counterfactual Explanations on HELOC tabular (Non-diff.)
0.0008OT(x) DistanceAReS
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| AReSModel differentiability=Non-differentiable, Predictive models=SVM, MLP, RF, XGBoost, LightGBM2026.03 | 0.0008 | 51.84 | 0.0007 | 0.0738 | |
| DISCOVERModel differentiability=Non-differentiable, Predictive models=SVM, MLP, RF, XGBoost, LightGBM2026.03 | 0.0514 | 15.95 | 0.032 | 3.9616 | |
| DiCEModel differentiability=Non-differentiable, Predictive models=SVM, MLP, RF, XGBoost, LightGBM2026.03 | 0.0704 | 23.15 | 0.0455 | 3.9318 | |
| GLOBEModel differentiability=Non-differentiable, Predictive models=SVM, MLP, RF, XGBoost, LightGBM2026.03 | 6.6634 | 11.38 | 0.0602 | 2.5813 |