Classification on SUPPORT2
98.4AUROCTabPFN
Evaluation Results
| Method | Links | |
|---|---|---|
| TabPFNModel Category=Tabular In-Context Learning Models, AWARE=false2026.04 | 98.4 | |
| kNNPFNModel Category=Tabular In-Context Learning Models, AWARE=false2026.04 | 98.4 | |
| TabDPTModel Category=Tabular In-Context Learning Models, AWARE=false2026.04 | 98.4 | |
| kNNPFNModel Category=Ours (Tabular In-Context Learning Models + AWARE), AWARE=true2026.04 | 98.4 | |
| CatBModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 98.2 | |
| TromptModel Category=Deep Tabular Models, AWARE=false2026.04 | 98.2 | |
| TabDPTModel Category=Ours (Tabular In-Context Learning Models + AWARE), AWARE=true2026.04 | 98.1 | |
| LightGModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 98 | |
| XGBModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 98 | |
| ExcelFModel Category=Deep Tabular Models, AWARE=false2026.04 | 97.9 | |
| TabMModel Category=Deep Tabular Models, AWARE=false2026.04 | 97.5 | |
| MNCAModel Category=Deep Tabular Models, AWARE=false2026.04 | 97.4 | |
| ResNetModel Category=Deep Tabular Models, AWARE=false2026.04 | 97.2 | |
| TabNetModel Category=Deep Tabular Models, AWARE=false2026.04 | 97.2 | |
| MLPModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 96.9 | |
| TabTModel Category=Deep Tabular Models, AWARE=false2026.04 | 96.2 | |
| LRModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 95.2 | |
| KNNModel Category=Ours (Tabular In-Context Learning Models + AWARE), AWARE=true2026.04 | 93.1 | |
| KNNModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 88.4 |