Distributional Counterfactual Explanations on German Credit Non-diff.
0.0029OT Cost (x)AReS
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| AReSModel differentiability=Non-differentiable, Predictive models=SVM, MLP, RF, XGBoost, LightGBM2026.03 | 0.0029 | 0.6675 | 0.0079 | 1.1267 | |
| DISCOVERModel differentiability=Non-differentiable, Predictive models=SVM, MLP, RF, XGBoost, LightGBM2026.03 | 0.0117 | 0.2285 | 0.047 | 6.9458 | |
| DiCEModel differentiability=Non-differentiable, Predictive models=SVM, MLP, RF, XGBoost, LightGBM2026.03 | 0.0124 | 0.3636 | 0.0468 | 5.0579 | |
| GLOBEModel differentiability=Non-differentiable, Predictive models=SVM, MLP, RF, XGBoost, LightGBM2026.03 | 0.03 | 0.3609 | 0.0519 | 0.9147 |