Sepsis Prediction on MIMIC-IV (AUROC/AUPRC)
0.918AUROCkNNPFN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| kNNPFNModel Category=Ours, AWARE=true2026.04 | 0.918 | 0.562 | |
| TabDPTModel Category=Ours, AWARE=true2026.04 | 0.916 | 0.565 | |
| ExcelFModel Category=Deep Tabular Models2026.04 | 0.915 | 0.565 | |
| LightGModel Category=Classical and Ensemble Models2026.04 | 0.91 | 0.551 | |
| XGBModel Category=Classical and Ensemble Models2026.04 | 0.91 | 0.545 | |
| kNNPFNModel Category=Tabular In-Context Learning Models2026.04 | 0.907 | 0.538 | |
| TromptModel Category=Deep Tabular Models2026.04 | 0.906 | 0.521 | |
| TabDPTModel Category=Tabular In-Context Learning Models2026.04 | 0.906 | 0.529 | |
| TabPFNModel Category=Tabular In-Context Learning Models2026.04 | 0.905 | 0.541 | |
| MLPModel Category=Classical and Ensemble Models2026.04 | 0.901 | 0.521 | |
| CatBModel Category=Classical and Ensemble Models2026.04 | 0.899 | 0.516 | |
| LRModel Category=Classical and Ensemble Models2026.04 | 0.897 | 0.507 | |
| TabNetModel Category=Deep Tabular Models2026.04 | 0.896 | 0.513 | |
| MNCAModel Category=Deep Tabular Models2026.04 | 0.892 | 0.514 | |
| TabTModel Category=Deep Tabular Models2026.04 | 0.888 | 0.488 | |
| ResNetModel Category=Deep Tabular Models2026.04 | 0.883 | 0.484 | |
| KNNModel Category=Ours, AWARE=true2026.04 | 0.878 | 0.502 | |
| TabMModel Category=Deep Tabular Models2026.04 | 0.87 | 0.463 | |
| KNNModel Category=Classical and Ensemble Models2026.04 | 0.841 | 0.395 |