Counterfactual Explanation Generation on Iris
1.5L2 DistanceExDBSCAN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ExDBSCAN2026.05 | 1.5 | — | |
| ExDBSCANselection=Random2026.05 | 1.6 | — | |
| GStype=Direct2026.05 | 2 | — | |
| BayConselection=Closest2026.05 | 2.1 | — | |
| ElliCE+RModel Architecture=Multi-layer perceptron, Evaluation Protocol=AWP2026.02 | 2.193 | 0.995 | |
| GStype=Surrogate2026.05 | 2.2 | — | |
| T:RexModel Architecture=Multi-layer perceptron, Evaluation Protocol=AWP2026.02 | 2.201 | 0.992 | |
| ElliCEModel Architecture=Multi-layer perceptron, Evaluation Protocol=AWP2026.02 | 2.333 | 0.998 | |
| BayConselection=Random2026.05 | 2.4 | — | |
| ElliCE+RModel Architecture=Multi-layer perceptron, Evaluation Protocol=Retrain2026.02 | 2.401 | 0.975 | |
| ROARModel Architecture=Linear models, Evaluation Protocol=AWP2026.02 | 2.492 | 0.005 | |
| ElliCEModel Architecture=Multi-layer perceptron, Evaluation Protocol=Retrain2026.02 | 2.492 | 0.995 | |
| T:RexModel Architecture=Linear models, Evaluation Protocol=AWP2026.02 | 2.552 | 0.06 | |
| ROARModel Architecture=Linear models, Evaluation Protocol=Dropout Rashomon2026.02 | 2.578 | 0.105 | |
| T:RexModel Architecture=Linear models, Evaluation Protocol=Dropout Rashomon2026.02 | 2.701 | 0.173 | |
| T:RexModel Architecture=Multi-layer perceptron, Evaluation Protocol=Retrain2026.02 | 2.838 | 1 | |
| ROARModel Architecture=Multi-layer perceptron, Evaluation Protocol=Retrain2026.02 | 2.851 | 0.93 | |
| ROARModel Architecture=Multi-layer perceptron, Evaluation Protocol=Dropout Rashomon2026.02 | 2.851 | 0.758 | |
| ROARModel Architecture=Multi-layer perceptron, Evaluation Protocol=AWP2026.02 | 2.851 | 0.93 | |
| ElliCE+RModel Architecture=Multi-layer perceptron, Evaluation Protocol=Dropout Rashomon2026.02 | 2.916 | 0.97 | |
| PROPLACEModel Architecture=Linear models, Evaluation Protocol=Dropout Rashomon2026.02 | 2.929 | 0.745 | |
| PROPLACEModel Architecture=Linear models, Evaluation Protocol=AWP2026.02 | 2.929 | 0.633 | |
| PROPLACEModel Architecture=Multi-layer perceptron, Evaluation Protocol=Retrain2026.02 | 2.929 | 1 | |
| PROPLACEModel Architecture=Multi-layer perceptron, Evaluation Protocol=AWP2026.02 | 2.929 | 1 | |
| PROPLACEModel Architecture=Multi-layer perceptron, Evaluation Protocol=Dropout Rashomon2026.02 | 2.933 | 1 | |
| ElliCEModel Architecture=Multi-layer perceptron, Evaluation Protocol=Dropout Rashomon2026.02 | 2.936 | 1 | |
| T:RexModel Architecture=Multi-layer perceptron, Evaluation Protocol=Dropout Rashomon2026.02 | 2.973 | 0.922 | |
| DiCEtype=Surrogate2026.05 | 3.2 | — | |
| ElliCEModel Architecture=Linear models, Evaluation Protocol=AWP2026.02 | 3.213 | 1 | |
| ElliCEModel Architecture=Linear models, Evaluation Protocol=Dropout Rashomon2026.02 | 3.265 | 1 |