Tabular Classification on Page Blocks
0.807Cohen's KappaTabPFN-Margin
Evaluation results
| Method | Links | |
|---|---|---|
| TabPFN-MarginLabel budget (N)=100, Batch size=10, Strategy=Margin, Base model=TabPFN2026.03 | 0.807 | |
| TabPFN-Proxy-HybridLabel budget (N)=100, Batch size=10, Strategy=Proxy-Hybrid, Base model=TabPFN2026.03 | 0.775 | |
| CatBoost-MarginLabel budget (N)=100, Batch size=10, Strategy=Margin, Base model=CatBoost2026.03 | 0.751 | |
| TabPFN-CoresetLabel budget (N)=100, Batch size=10, Strategy=Coreset, Base model=TabPFN2026.03 | 0.744 | |
| TabPFN-HybridLabel budget (N)=100, Batch size=10, Strategy=Hybrid, Base model=TabPFN2026.03 | 0.732 | |
| TabPFN-RandomLabel budget (N)=100, Batch size=10, Strategy=Random, Base model=TabPFN2026.03 | 0.693 | |
| LabelSpreading-RandomLabel budget (N)=100, Batch size=10, Strategy=Random, Base model=LabelSpreading2026.03 | 0.597 | |
| XGBoost-MarginLabel budget (N)=100, Batch size=10, Strategy=Margin, Base model=XGBoost2026.03 | 0.519 |