Active Modality Acquisition on UKB
1.141AUROCOracle
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OracleStrategy Category=Upper Bounds (for reference)2025.05 | 1.141 | 1.721 | |
| True KL-Div.Strategy Category=Upper Bounds (for reference)2025.05 | 0.978 | 0.986 | |
| True RankStrategy Category=Upper Bounds (for reference)2025.05 | 0.887 | 0.466 | |
| KL-DivergenceStrategy Category=Imputation-based (proposed)2025.05 | 0.641 | 0.658 | |
| ProbabilityStrategy Category=Imputation-based (proposed)2025.05 | 0.535 | 0.713 | |
| RandomStrategy Category=Baselines (no imputation)2025.05 | 0.528 | 0.485 | |
| RankStrategy Category=Imputation-based (proposed)2025.05 | 0.437 | 0.34 | |
| True Uncert.Strategy Category=Upper Bounds (for reference)2025.05 | 0.436 | 0.507 | |
| UncertaintyStrategy Category=Imputation-based (proposed)2025.05 | 0.373 | 0.332 | |
| UncertaintyStrategy Category=Baselines (no imputation)2025.05 | 0.365 | 0.556 | |
| ProbabilityStrategy Category=Baselines (no imputation)2025.05 | 0.365 | 0.556 |