Classification on Ionosphere (Cohen's Kappa)
0.888Cohen's KappaTabPFN-Proxy-Hybrid
Evaluation results
| Method | Links | |
|---|---|---|
| TabPFN-Proxy-HybridLabel budget (N)=100, Batch size=10, Strategy=Proxy-Hybrid, Base model=TabPFN2026.03 | 0.888 | |
| TabPFN-MarginLabel budget (N)=100, Batch size=10, Strategy=Margin, Base model=TabPFN2026.03 | 0.878 | |
| TabPFN-HybridLabel budget (N)=100, Batch size=10, Strategy=Hybrid, Base model=TabPFN2026.03 | 0.875 | |
| TabPFN-RandomLabel budget (N)=100, Batch size=10, Strategy=Random, Base model=TabPFN2026.03 | 0.86 | |
| CatBoost-MarginLabel budget (N)=100, Batch size=10, Strategy=Margin, Base model=CatBoost2026.03 | 0.821 | |
| TabPFN-CoresetLabel budget (N)=100, Batch size=10, Strategy=Coreset, Base model=TabPFN2026.03 | 0.805 | |
| XGBoost-MarginLabel budget (N)=100, Batch size=10, Strategy=Margin, Base model=XGBoost2026.03 | 0.8 | |
| LabelSpreading-RandomLabel budget (N)=100, Batch size=10, Strategy=Random, Base model=LabelSpreading2026.03 | 0.574 |