Tabular Classification on Steel-Plates
0.617Cohen's KappaTabPFN-Hybrid
Evaluation Results
| Method | Links | |
|---|---|---|
| TabPFN-HybridLabel budget (N)=100, Batch size=10, Strategy=Hybrid, Base model=TabPFN2026.03 | 0.617 | |
| TabPFN-MarginLabel budget (N)=100, Batch size=10, Strategy=Margin, Base model=TabPFN2026.03 | 0.592 | |
| TabPFN-RandomLabel budget (N)=100, Batch size=10, Strategy=Random, Base model=TabPFN2026.03 | 0.574 | |
| CatBoost-MarginLabel budget (N)=100, Batch size=10, Strategy=Margin, Base model=CatBoost2026.03 | 0.51 | |
| LabelSpreading-RandomLabel budget (N)=100, Batch size=10, Strategy=Random, Base model=LabelSpreading2026.03 | 0.468 | |
| XGBoost-MarginLabel budget (N)=100, Batch size=10, Strategy=Margin, Base model=XGBoost2026.03 | 0.465 | |
| TabPFN-CoresetLabel budget (N)=100, Batch size=10, Strategy=Coreset, Base model=TabPFN2026.03 | 0.451 | |
| TabPFN-Proxy-HybridLabel budget (N)=100, Batch size=10, Strategy=Proxy-Hybrid, Base model=TabPFN2026.03 | 0.411 |