Counterfactual Explanation on Diabetes 5-fold (test)
100ValidityRobX
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| RobXClassifier=MLP, robust=true2026.04 | 100 | 1.45 | 0.677 | 39.9 | 99.9 | 92.6 | |
| BetaRCEClassifier=MLP2026.04 | 100 | 0.622 | 0.284 | 32.8 | 97.2 | 85.5 | |
| CROCEClassifier=MLP, gamma (γ)=0.802026.04 | 100 | 0.783 | 0.415 | 28.4 | 99.7 | 96 | |
| CROCEClassifier=MLP, gamma (γ)=0.902026.04 | 100 | 0.988 | 0.509 | 31.5 | 100 | 99.4 | |
| PPCEFClassifier=MLP2026.04 | 99.9 | 0.705 | 0.3 | 26 | 87 | 74.3 | |
| CROCEClassifier=MLP, gamma (γ)=0.702026.04 | 99.7 | 0.632 | 0.343 | 26.6 | 97.9 | 90.2 | |
| RobXClassifier=MLP2026.04 | 87.3 | 0.546 | 0.27 | 29.5 | 85.5 | 77 |