Classification on ILP
78.3AUROCkNNPFN
Evaluation Results
| Method | Links | |
|---|---|---|
| kNNPFNModel Category=Ours (Tabular In-Context Learning Models + AWARE), AWARE=true2026.04 | 78.3 | |
| TabDPTModel Category=Tabular In-Context Learning Models, AWARE=false2026.04 | 77.2 | |
| LRModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 75.5 | |
| kNNPFNModel Category=Tabular In-Context Learning Models, AWARE=false2026.04 | 75.5 | |
| TabPFNModel Category=Tabular In-Context Learning Models, AWARE=false2026.04 | 75 | |
| TabDPTModel Category=Ours (Tabular In-Context Learning Models + AWARE), AWARE=true2026.04 | 74.9 | |
| TromptModel Category=Deep Tabular Models, AWARE=false2026.04 | 73.4 | |
| LightGModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 73 | |
| CatBModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 72.9 | |
| MNCAModel Category=Deep Tabular Models, AWARE=false2026.04 | 71.6 | |
| XGBModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 71.4 | |
| TabMModel Category=Deep Tabular Models, AWARE=false2026.04 | 69.8 | |
| KNNModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 69.6 | |
| TabTModel Category=Deep Tabular Models, AWARE=false2026.04 | 68.7 | |
| ExcelFModel Category=Deep Tabular Models, AWARE=false2026.04 | 68.4 | |
| ResNetModel Category=Deep Tabular Models, AWARE=false2026.04 | 67.8 | |
| TabNetModel Category=Deep Tabular Models, AWARE=false2026.04 | 64.3 | |
| MLPModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 63.7 | |
| KNNModel Category=Ours (Tabular In-Context Learning Models + AWARE), AWARE=true2026.04 | 50 |