Counterfactual Explanation Generation on Wine Quality
0.998R ScoreElliCE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ElliCEModel Architecture=Linear models, Evaluation Protocol=Dropout Rashomon2026.02 | 0.998 | 3.3 | |
| ElliCEModel Architecture=Linear models, Evaluation Protocol=AWP2026.02 | 0.998 | 3.306 | |
| ElliCE+RModel Architecture=Multi-layer perceptron, Evaluation Protocol=AWP2026.02 | 0.997 | 4.266 | |
| ROARModel Architecture=Linear models, Evaluation Protocol=AWP2026.02 | 0.994 | 3.431 | |
| T:RexModel Architecture=Linear models, Evaluation Protocol=AWP2026.02 | 0.978 | 3.47 | |
| ElliCEModel Architecture=Multi-layer perceptron, Evaluation Protocol=Dropout Rashomon2026.02 | 0.978 | 3.457 | |
| ElliCE+RModel Architecture=Multi-layer perceptron, Evaluation Protocol=Dropout Rashomon2026.02 | 0.978 | 2.848 | |
| ROARModel Architecture=Linear models, Evaluation Protocol=Dropout Rashomon2026.02 | 0.973 | 3.502 | |
| ElliCE+RModel Architecture=Multi-layer perceptron, Evaluation Protocol=Retrain2026.02 | 0.969 | 4.185 | |
| ElliCEModel Architecture=Multi-layer perceptron, Evaluation Protocol=Retrain2026.02 | 0.964 | 3.695 | |
| T:RexModel Architecture=Linear models, Evaluation Protocol=Dropout Rashomon2026.02 | 0.961 | 3.47 | |
| ElliCEModel Architecture=Multi-layer perceptron, Evaluation Protocol=AWP2026.02 | 0.939 | 3.653 | |
| T:RexModel Architecture=Multi-layer perceptron, Evaluation Protocol=Dropout Rashomon2026.02 | 0.931 | 3.252 | |
| ROARModel Architecture=Multi-layer perceptron, Evaluation Protocol=Retrain2026.02 | 0.918 | 2.674 | |
| T:RexModel Architecture=Multi-layer perceptron, Evaluation Protocol=AWP2026.02 | 0.9 | 3.252 | |
| T:RexModel Architecture=Multi-layer perceptron, Evaluation Protocol=Retrain2026.02 | 0.877 | 3.252 | |
| ROARModel Architecture=Multi-layer perceptron, Evaluation Protocol=Dropout Rashomon2026.02 | 0.867 | 2.674 | |
| ROARModel Architecture=Multi-layer perceptron, Evaluation Protocol=AWP2026.02 | 0.755 | 2.674 | |
| PROPLACEModel Architecture=Linear models, Evaluation Protocol=Dropout Rashomon2026.02 | 0.47 | 3.037 | |
| PROPLACEModel Architecture=Multi-layer perceptron, Evaluation Protocol=Retrain2026.02 | 0.159 | 1.796 | |
| PROPLACEModel Architecture=Linear models, Evaluation Protocol=AWP2026.02 | 0.154 | 3.03 | |
| PROPLACEModel Architecture=Multi-layer perceptron, Evaluation Protocol=Dropout Rashomon2026.02 | 0.068 | 1.796 | |
| PROPLACEModel Architecture=Multi-layer perceptron, Evaluation Protocol=AWP2026.02 | 0.02 | 1.796 |