Harmful shift detection on UCI Heart Disease (UCI-HD) 5-class (test)
1AUC-ROCConsistent Disagreement Discrepancy Surrogate
Evaluation results
| Method | Links | |
|---|---|---|
| Consistent Disagreement Discrepancy SurrogateN=50, Critic Model=XGBoost2025.12 | 1 | |
| GLK23N=50, Critic Model=XGBoost2025.12 | 0.995 | |
| Consistent Disagreement Discrepancy SurrogateN=20, Critic Model=XGBoost2025.12 | 0.984 | |
| GLK23N=20, Critic Model=XGBoost2025.12 | 0.913 | |
| Consistent Disagreement Discrepancy SurrogateN=10, Critic Model=XGBoost2025.12 | 0.908 | |
| GLK23N=10, Critic Model=XGBoost2025.12 | 0.821 |