Counterfactual Explanation on Moons 5-fold synthetic (test)
100ValidityPPCEF
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PPCEFClassifier=MLP2026.04 | 100 | 0.446 | 0.349 | 3.4 | 100 | 100 | |
| RobXClassifier=MLP, robust=true2026.04 | 100 | 0.827 | 0.655 | 4.3 | 100 | 100 | |
| BetaRCEClassifier=MLP2026.04 | 100 | 0.238 | 0.189 | 7.3 | 96.5 | 89.6 | |
| CROCEClassifier=MLP, gamma (γ)=0.702026.04 | 100 | 0.405 | 0.323 | 3.5 | 100 | 100 | |
| CROCEClassifier=MLP, gamma (γ)=0.802026.04 | 100 | 0.405 | 0.323 | 3.5 | 100 | 100 | |
| CROCEClassifier=MLP, gamma (γ)=0.902026.04 | 100 | 0.405 | 0.324 | 3.5 | 100 | 100 | |
| RobXClassifier=MLP2026.04 | 99.7 | 0.409 | 0.335 | 4.2 | 99.7 | 99.4 | |
| RobXClassifier=Logistic Regression2026.04 | 1 | 0.46 | 0.384 | 0.075 | 0.831 | 0.767 | |
| RobXClassifier=Logistic Regression, Robustness setting=robust2026.04 | 1 | 0.777 | 0.607 | 0.06 | 0.937 | 0.841 | |
| BetaRCEClassifier=Logistic Regression2026.04 | 1 | 0.642 | 0.467 | 0.072 | 0.993 | 0.947 | |
| CROCEClassifier=Logistic Regression, Gamma (γ)=0.702026.04 | 1 | 1.084 | 0.788 | 0.101 | 1 | 1 | |
| CROCEClassifier=Logistic Regression, Gamma (γ)=0.802026.04 | 1 | 1.087 | 0.793 | 0.112 | 1 | 1 | |
| CROCEClassifier=Logistic Regression, Gamma (γ)=0.902026.04 | 1 | 1.088 | 0.793 | 0.117 | 1 | 1 | |
| PPCEFClassifier=Logistic Regression2026.04 | 0.823 | 0.518 | 0.406 | 0.034 | 0.726 | 0.669 |