Counterfactual Explanation Generation on Diabetes
1.8L2 ErrorBayCon
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BayConselection=Closest2026.05 | 1.8 | — | |
| ROARModel Architecture=Multi-layer perceptron, Evaluation Protocol=Retrain2026.02 | 1.858 | 0.864 | |
| ROARModel Architecture=Multi-layer perceptron, Evaluation Protocol=Dropout Rashomon2026.02 | 1.858 | 0.4 | |
| ROARModel Architecture=Multi-layer perceptron, Evaluation Protocol=AWP2026.02 | 1.858 | 0.308 | |
| PROPLACEModel Architecture=Multi-layer perceptron, Evaluation Protocol=Retrain2026.02 | 2.007 | 0.482 | |
| PROPLACEModel Architecture=Multi-layer perceptron, Evaluation Protocol=Dropout Rashomon2026.02 | 2.007 | 0.187 | |
| PROPLACEModel Architecture=Multi-layer perceptron, Evaluation Protocol=AWP2026.02 | 2.007 | 0.079 | |
| ElliCE+RModel Architecture=Multi-layer perceptron, Evaluation Protocol=Retrain2026.02 | 2.133 | 0.978 | |
| ElliCEModel Architecture=Multi-layer perceptron, Evaluation Protocol=Retrain2026.02 | 2.146 | 0.977 | |
| PROPLACEModel Architecture=Linear models, Evaluation Protocol=Dropout Rashomon2026.02 | 2.242 | 0.499 | |
| PROPLACEModel Architecture=Linear models, Evaluation Protocol=AWP2026.02 | 2.357 | 0.118 | |
| T:RexModel Architecture=Multi-layer perceptron, Evaluation Protocol=Retrain2026.02 | 2.471 | 0.944 | |
| ElliCEModel Architecture=Linear models, Evaluation Protocol=Dropout Rashomon2026.02 | 2.669 | 0.996 | |
| ElliCE+RModel Architecture=Multi-layer perceptron, Evaluation Protocol=Dropout Rashomon2026.02 | 2.864 | 0.965 | |
| ExDBSCAN2026.05 | 2.9 | — | |
| ElliCEModel Architecture=Linear models, Evaluation Protocol=AWP2026.02 | 2.914 | 0.996 | |
| ROARModel Architecture=Linear models, Evaluation Protocol=Dropout Rashomon2026.02 | 2.962 | 0.97 | |
| ROARModel Architecture=Linear models, Evaluation Protocol=AWP2026.02 | 3.01 | 0.973 | |
| ElliCEModel Architecture=Multi-layer perceptron, Evaluation Protocol=Dropout Rashomon2026.02 | 3.05 | 0.985 | |
| ElliCEModel Architecture=Multi-layer perceptron, Evaluation Protocol=AWP2026.02 | 3.221 | 0.98 | |
| BayConselection=Random2026.05 | 3.3 | — | |
| GStype=Surrogate2026.05 | 3.3 | — | |
| ElliCE+RModel Architecture=Multi-layer perceptron, Evaluation Protocol=AWP2026.02 | 3.414 | 0.985 | |
| ExDBSCANselection=Random2026.05 | 3.7 | — | |
| T:RexModel Architecture=Multi-layer perceptron, Evaluation Protocol=Dropout Rashomon2026.02 | 4.181 | 0.899 | |
| T:RexModel Architecture=Multi-layer perceptron, Evaluation Protocol=AWP2026.02 | 4.181 | 0.94 | |
| T:RexModel Architecture=Linear models, Evaluation Protocol=Dropout Rashomon2026.02 | 4.188 | 0.974 | |
| T:RexModel Architecture=Linear models, Evaluation Protocol=AWP2026.02 | 4.188 | 0.808 | |
| DiCEtype=Surrogate2026.05 | 5 | — |