Distributional Counterfactual Explanations on German Credit tabular (Diff.)
0.0182OT Cost (x)AReS
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| AReSModel differentiability=Differentiable, Predictive models=SVM, MLP, RF, XGBoost, LightGBM2026.03 | 0.0182 | 0.7827 | 0.0306 | 0.8536 | |
| DCEModel differentiability=Differentiable, Predictive models=SVM, MLP, RF, XGBoost, LightGBM2026.03 | 0.0213 | 0.5214 | 0.0324 | 5.8666 | |
| DISCOVERModel differentiability=Differentiable, Predictive models=SVM, MLP, RF, XGBoost, LightGBM2026.03 | 0.0465 | 0.1025 | 0.0969 | 2.8578 | |
| DiCEModel differentiability=Differentiable, Predictive models=SVM, MLP, RF, XGBoost, LightGBM2026.03 | 0.0552 | 0.1101 | 0.1196 | 4.5631 | |
| GLOBEModel differentiability=Differentiable, Predictive models=SVM, MLP, RF, XGBoost, LightGBM2026.03 | 230.8465 | 0.0082 | 0.2499 | 0.2164 |