Active Learning on CoverType (AULC)
38.3AULCTabPFN-Hybrid
Evaluation Results
| Method | Links | |
|---|---|---|
| TabPFN-HybridAcquisition Strategy=Hybrid, Batch Size=10, Label Budget (N)=1002026.03 | 38.3 | |
| TabPFN-MarginAcquisition Strategy=Margin, Batch Size=10, Label Budget (N)=1002026.03 | 37.8 | |
| TabPFN-RandomAcquisition Strategy=Random, Batch Size=10, Label Budget (N)=1002026.03 | 37.8 | |
| TabPFN-CoresetAcquisition Strategy=Coreset, Batch Size=10, Label Budget (N)=1002026.03 | 34.9 | |
| CatBoost-MarginAcquisition Strategy=Margin, Batch Size=10, Label Budget (N)=1002026.03 | 32.6 | |
| TabPFN-Proxy-HybridAcquisition Strategy=Proxy-Hybrid, Batch Size=10, Label Budget (N)=1002026.03 | 31.5 | |
| XGBoost-MarginAcquisition Strategy=Margin, Batch Size=10, Label Budget (N)=1002026.03 | 30.2 | |
| LabelSpreading-RandomAcquisition Strategy=Random, Batch Size=10, Label Budget (N)=1002026.03 | 18.8 |