Urinary tract infection (UTI) prediction on eICU
0.945AUROCExcelF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ExcelFModel Category=Deep Tabular Models2026.04 | 0.945 | 0.177 | |
| CatBModel Category=Classical and Ensemble Models2026.04 | 0.942 | 0.152 | |
| TromptModel Category=Deep Tabular Models2026.04 | 0.94 | 0.139 | |
| TabMModel Category=Deep Tabular Models2026.04 | 0.938 | 0.127 | |
| MNCAModel Category=Deep Tabular Models2026.04 | 0.931 | 0.132 | |
| kNNPFNModel Category=Ours, AWARE=true2026.04 | 0.926 | 0.142 | |
| XGBModel Category=Classical and Ensemble Models2026.04 | 0.92 | 0.162 | |
| TabPFNModel Category=Tabular In-Context Learning Models2026.04 | 0.918 | 0.139 | |
| LRModel Category=Classical and Ensemble Models2026.04 | 0.913 | 0.115 | |
| TabDPTModel Category=Ours, AWARE=true2026.04 | 0.912 | 0.139 | |
| LightGModel Category=Classical and Ensemble Models2026.04 | 0.908 | 0.114 | |
| kNNPFNModel Category=Tabular In-Context Learning Models2026.04 | 0.901 | 0.104 | |
| MLPModel Category=Classical and Ensemble Models2026.04 | 0.898 | 0.101 | |
| ResNetModel Category=Deep Tabular Models2026.04 | 0.898 | 0.094 | |
| KNNModel Category=Ours, AWARE=true2026.04 | 0.892 | 0.144 | |
| TabTModel Category=Deep Tabular Models2026.04 | 0.891 | 0.083 | |
| TabDPTModel Category=Tabular In-Context Learning Models2026.04 | 0.884 | 0.106 | |
| KNNModel Category=Classical and Ensemble Models2026.04 | 0.732 | 0.046 | |
| TabNetModel Category=Deep Tabular Models2026.04 | 0.599 | 0.019 |