Counterfactual Explanations on Credit (test)
1.0767IM1BayesCF
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BayesCFUncertainty Estimation=MC Dropout2026.01 | 1.0767 | 9.3615 | 0.1219 | 66.8 | |
| BayesCFInference Method=MC Dropout2026.01 | 1.0767 | 9.3615 | 0.1219 | 66.8 | |
| WachterUncertainty Estimation=MC Dropout2026.01 | 1.0429 | 9.3773 | 0.4867 | 95.2 | |
| WachterBackbone=BNN2026.01 | 1.0423 | 9.3963 | 0.5044 | 94.4 | |
| ROARBackbone=BNN2026.01 | 1.0285 | 9.3061 | 0.4863 | 95.4 | |
| ROARUncertainty Estimation=MC Dropout2026.01 | 1.0275 | 9.2826 | 0.4951 | 96.2 | |
| SchutUncertainty Estimation=MC Dropout2026.01 | 0.9251 | 9.9943 | 0.1418 | 100 | |
| SchutInference Method=MC Dropout2026.01 | 0.9251 | 9.9943 | 0.1418 | 100 | |
| SchutBackbone=BNN2026.01 | 0.9042 | 10.8363 | 0.2318 | 100 | |
| SchutModel=BNN2026.01 | 0.9042 | 10.8363 | 0.2318 | 100 | |
| BayesCFBackbone=BNN2026.01 | 0.8311 | 10.153 | 0.1461 | 100 | |
| BayesCFModel=BNN2026.01 | 0.8311 | 10.153 | 0.1461 | 100 | |
| PSCEUncertainty Estimation=MC Dropout2026.01 | 0.7383 | 8.6113 | 0.0622 | 100 | |
| PSCEInference Method=MC Dropout2026.01 | 0.7383 | 8.6113 | 0.0622 | 100 | |
| PSCEBackbone=BNN2026.01 | 0.6561 | 8.4606 | 0.14 | 100 | |
| PSCEModel=BNN2026.01 | 0.6561 | 8.4606 | 0.14 | 100 |