Classification on vehicle (Cohen's kappa)
0.989Cohen's KappaTabPFN-Margin
Evaluation results
| Method | Links | |
|---|---|---|
| TabPFN-MarginLabel budget (N)=100, Batch size=10, Strategy=Margin, Base model=TabPFN2026.03 | 0.989 | |
| TabPFN-Proxy-HybridLabel budget (N)=100, Batch size=10, Strategy=Proxy-Hybrid, Base model=TabPFN2026.03 | 0.98 | |
| TabPFN-HybridLabel budget (N)=100, Batch size=10, Strategy=Hybrid, Base model=TabPFN2026.03 | 0.966 | |
| CatBoost-MarginLabel budget (N)=100, Batch size=10, Strategy=Margin, Base model=CatBoost2026.03 | 0.929 | |
| TabPFN-RandomLabel budget (N)=100, Batch size=10, Strategy=Random, Base model=TabPFN2026.03 | 0.921 | |
| TabPFN-CoresetLabel budget (N)=100, Batch size=10, Strategy=Coreset, Base model=TabPFN2026.03 | 0.916 | |
| RFEvaluation protocol=CV splits2025.12 | 0.9 | |
| XGBoost-MarginLabel budget (N)=100, Batch size=10, Strategy=Margin, Base model=XGBoost2026.03 | 0.897 | |
| JARFEvaluation protocol=CV splits2025.12 | 0.89 | |
| RotFEvaluation protocol=CV splits2025.12 | 0.88 | |
| SPORFEvaluation protocol=CV splits2025.12 | 0.879 | |
| CCFEvaluation protocol=CV splits2025.12 | 0.877 | |
| LDA+RFEvaluation protocol=CV splits2025.12 | 0.877 | |
| PCA+RFEvaluation protocol=CV splits2025.12 | 0.872 | |
| XGBEvaluation protocol=CV splits2025.12 | 0.87 | |
| LabelSpreading-RandomLabel budget (N)=100, Batch size=10, Strategy=Random, Base model=LabelSpreading2026.03 | 0.81 |