Counterfactual Explanations on MNIST (test)
1.6426IM1 ScoreBayesCF
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BayesCFUncertainty Estimation=MC Dropout2026.01 | 1.6426 | 32.9022 | 99.18 | 47.8 | |
| BayesCFInference Method=MC Dropout2026.01 | 1.6426 | 32.9022 | 99.18 | 47.8 | |
| BayesCFModel=BNN2026.01 | 1.6408 | 35.7763 | 101.91 | 67.6 | |
| WachterUncertainty Estimation=MC Dropout2026.01 | 1.4984 | 31.8151 | 104.21 | 61.6 | |
| ROARUncertainty Estimation=MC Dropout2026.01 | 1.4739 | 31.5127 | 87.21 | 75.2 | |
| SchutUncertainty Estimation=MC Dropout2026.01 | 1.2373 | 31.3665 | 106.96 | 100 | |
| SchutInference Method=MC Dropout2026.01 | 1.2373 | 31.3665 | 106.96 | 100 | |
| SchutModel=BNN2026.01 | 1.2298 | 31.2247 | 90.11 | 96 | |
| PSCEModel=BNN2026.01 | 0.9768 | 28.1567 | 78.22 | 98.2 | |
| PSCEUncertainty Estimation=MC Dropout2026.01 | 0.9273 | 27.0337 | 64.93 | 99.6 | |
| PSCEInference Method=MC Dropout2026.01 | 0.9273 | 27.0337 | 64.93 | 99.6 |