Counterfactual Explanations on Spam (test)
1.4798IM1BayesCF
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| BayesCFUncertainty Estimation=MC Dropout2026.01 | 1.4798 | 9.4627 | 8.68 | 79 | — | |
| BayesCFInference Method=MC Dropout2026.01 | 1.4798 | 9.4627 | 8.68 | 79 | — | |
| SchutUncertainty Estimation=MC Dropout2026.01 | 1.2756 | 10.012 | 8.7 | 99 | — | |
| SchutInference Method=MC Dropout2026.01 | 1.2756 | 10.012 | 8.7 | 99 | — | |
| WachterBackbone=BNN2026.01 | 1.1884 | 9.4423 | 38.83 | 97 | — | |
| ROARBackbone=BNN2026.01 | 1.1588 | 9.4445 | 36.16 | 98.2 | — | |
| WachterUncertainty Estimation=MC Dropout2026.01 | 1.1112 | 9.4063 | 43.3 | 96.8 | — | |
| BayesCFBackbone=BNN2026.01 | 1.0948 | 9.4032 | 15.07 | 100 | — | |
| BayesCFModel=BNN2026.01 | 1.0948 | 9.4032 | 15.07 | 100 | — | |
| ROARUncertainty Estimation=MC Dropout2026.01 | 1.0926 | 9.3678 | 43.56 | 97 | — | |
| SchutBackbone=BNN2026.01 | 0.9137 | 12.9145 | 20.46 | 98.6 | — | |
| SchutModel=BNN2026.01 | 0.9137 | 12.9145 | 20.46 | 98.6 | — | |
| PSCEUncertainty Estimation=MC Dropout2026.01 | 0.8967 | 7.2057 | 4.29 | 91.8 | — | |
| PSCEInference Method=MC Dropout2026.01 | 0.8967 | 7.2057 | 4.29 | 91.8 | — | |
| PSCEBackbone=BNN2026.01 | 0.7387 | 6.1781 | 10.28 | 96 | — | |
| PSCEModel=BNN2026.01 | 0.7387 | 6.1781 | 10.28 | 96 | — | |
| LIMEBackbone=Random Forest2025.06 | — | — | — | — | 18.7 | |
| LMDI+Backbone=Random Forest2025.06 | — | — | — | — | 15.2 | |
| Local MDIBackbone=Random Forest2025.06 | — | — | — | — | 21.1 | |
| TreeSHAPBackbone=Random Forest2025.06 | — | — | — | — | 19.8 |