Classification on Kidney
100AUROCTabPFN
Evaluation Results
| Method | Links | |
|---|---|---|
| TabPFNModel Category=Tabular In-Context Learning Models, AWARE=false2026.04 | 100 | |
| TabDPTModel Category=Tabular In-Context Learning Models, AWARE=false2026.04 | 100 | |
| TabDPTModel Category=Ours (Tabular In-Context Learning Models + AWARE), AWARE=true2026.04 | 100 | |
| MNCAModel Category=Deep Tabular Models, AWARE=false2026.04 | 95.8 | |
| kNNPFNModel Category=Tabular In-Context Learning Models, AWARE=false2026.04 | 95.8 | |
| LightGModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 93.8 | |
| TromptModel Category=Deep Tabular Models, AWARE=false2026.04 | 91.7 | |
| XGBModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 90.6 | |
| ResNetModel Category=Deep Tabular Models, AWARE=false2026.04 | 85.4 | |
| KNNModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 83.3 | |
| TabMModel Category=Deep Tabular Models, AWARE=false2026.04 | 83.3 | |
| LRModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 81.2 | |
| kNNPFNModel Category=Ours (Tabular In-Context Learning Models + AWARE), AWARE=true2026.04 | 81.2 | |
| CatBModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 79.2 | |
| TabTModel Category=Deep Tabular Models, AWARE=false2026.04 | 77.1 | |
| ExcelFModel Category=Deep Tabular Models, AWARE=false2026.04 | 72.9 | |
| TabNetModel Category=Deep Tabular Models, AWARE=false2026.04 | 66.7 | |
| MLPModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 56.2 | |
| KNNModel Category=Ours (Tabular In-Context Learning Models + AWARE), AWARE=true2026.04 | 50 |