Distributional Counterfactual Explanations on COMPAS Non-diff. tabular
0.0174OT(x)AReS
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| AReSModel differentiability=Non-differentiable, Predictive models=SVM, MLP, RF, XGBoost, LightGBM2026.03 | 0.0174 | 0.499 | 0.0281 | 0.9278 | |
| DISCOVERModel differentiability=Non-differentiable, Predictive models=SVM, MLP, RF, XGBoost, LightGBM2026.03 | 0.0586 | 0.1412 | 0.0838 | 2.9224 | |
| DiCEModel differentiability=Non-differentiable, Predictive models=SVM, MLP, RF, XGBoost, LightGBM2026.03 | 0.0673 | 0.2376 | 0.0867 | 2.2813 | |
| GLOBEModel differentiability=Non-differentiable, Predictive models=SVM, MLP, RF, XGBoost, LightGBM2026.03 | 0.3537 | 0.248 | 0.2031 | 1.425 |