Concept Prediction on CUB (test)
98.6Mean Concept AUCSCBM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SCBMCovariance=Amortized, Intervention Policy=probability uncertainty2025.10 | 98.6 | 94.919 | |
| PSCBMCovariance=Amortized, Intervention Policy=probability uncertainty2025.10 | 98.59 | 94.9605 | |
| CBMCovariance=Amortized, Intervention Policy=probability uncertainty2025.10 | 98.25 | 94.9403 | |
| Joint CBMBottleneck activation function=Sigmoid2023.09 | 94.65 | — | |
| IntCEMlambda_roll=0.12023.09 | 94.46 | — | |
| CEM2023.09 | 94.46 | — | |
| Joint CBMBottleneck activation function=Logit2023.09 | 93.76 | — | |
| Seq. CBMTraining paradigm=Sequential2023.09 | 93.68 | — | |
| Ind. CBMTraining paradigm=Independent2023.09 | 93.58 | — | |
| IntCEMlambda_roll=12023.09 | 93.39 | — | |
| IntCEMlambda_roll=52023.09 | 89.63 | — |