Distributional Counterfactual Explanations on COMPAS tabular (Diff.)
0.0222OT Distance (x)AReS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AReSModel differentiability=Differentiable, Predictive models=SVM, MLP, RF, XGBoost, LightGBM2026.03 | 0.0222 | 0.5389 | 0.0261 | 2.0764 | |
| DISCOVERModel differentiability=Differentiable, Predictive models=SVM, MLP, RF, XGBoost, LightGBM2026.03 | 0.0681 | 0.1474 | 0.0679 | 4.037 | |
| DCEModel differentiability=Differentiable, Predictive models=SVM, MLP, RF, XGBoost, LightGBM2026.03 | 0.093 | 0.1576 | 0.0894 | 4.0677 | |
| DiCEModel differentiability=Differentiable, Predictive models=SVM, MLP, RF, XGBoost, LightGBM2026.03 | 0.1124 | 0.2273 | 0.0553 | 3.9354 | |
| GLOBEModel differentiability=Differentiable, Predictive models=SVM, MLP, RF, XGBoost, LightGBM2026.03 | 20.5166 | 0.0088 | 0.2422 | 1.0703 |