Ventilator-associated pneumonia (VAP) prediction on MIMIC-IV
0.799AUROCkNNPFN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| kNNPFNModel Category=Ours, AWARE=true2026.04 | 0.799 | 0.279 | |
| ExcelFModel Category=Deep Tabular Models2026.04 | 0.795 | 0.255 | |
| TabDPTModel Category=Ours, AWARE=true2026.04 | 0.791 | 0.286 | |
| TromptModel Category=Deep Tabular Models2026.04 | 0.784 | 0.262 | |
| kNNPFNModel Category=Tabular In-Context Learning Models2026.04 | 0.782 | 0.266 | |
| TabDPTModel Category=Tabular In-Context Learning Models2026.04 | 0.782 | 0.27 | |
| TabPFNModel Category=Tabular In-Context Learning Models2026.04 | 0.78 | 0.266 | |
| LightGModel Category=Classical and Ensemble Models2026.04 | 0.777 | 0.242 | |
| LRModel Category=Classical and Ensemble Models2026.04 | 0.773 | 0.236 | |
| MLPModel Category=Classical and Ensemble Models2026.04 | 0.769 | 0.235 | |
| TabMModel Category=Deep Tabular Models2026.04 | 0.768 | 0.256 | |
| KNNModel Category=Ours, AWARE=true2026.04 | 0.758 | 0.239 | |
| KNNModel Category=Classical and Ensemble Models2026.04 | 0.756 | 0.228 | |
| CatBModel Category=Classical and Ensemble Models2026.04 | 0.756 | 0.24 | |
| XGBModel Category=Classical and Ensemble Models2026.04 | 0.744 | 0.206 | |
| ResNetModel Category=Deep Tabular Models2026.04 | 0.733 | 0.204 | |
| TabTModel Category=Deep Tabular Models2026.04 | 0.732 | 0.2 | |
| MNCAModel Category=Deep Tabular Models2026.04 | 0.724 | 0.208 | |
| TabNetModel Category=Deep Tabular Models2026.04 | 0.65 | 0.147 |