Active Learning on ILPD
14.7AULCCatBoost-Margin
Evaluation results
| Method | Links | |
|---|---|---|
| CatBoost-MarginAcquisition Strategy=Margin, Batch Size=10, Label Budget (N)=1002026.03 | 14.7 | |
| TabPFN-MarginAcquisition Strategy=Margin, Batch Size=10, Label Budget (N)=1002026.03 | 11.5 | |
| XGBoost-MarginAcquisition Strategy=Margin, Batch Size=10, Label Budget (N)=1002026.03 | 11.2 | |
| TabPFN-RandomAcquisition Strategy=Random, Batch Size=10, Label Budget (N)=1002026.03 | 11.1 | |
| TabPFN-Proxy-HybridAcquisition Strategy=Proxy-Hybrid, Batch Size=10, Label Budget (N)=1002026.03 | 10.9 | |
| LabelSpreading-RandomAcquisition Strategy=Random, Batch Size=10, Label Budget (N)=1002026.03 | 10 | |
| TabPFN-HybridAcquisition Strategy=Hybrid, Batch Size=10, Label Budget (N)=1002026.03 | 8.9 | |
| TabPFN-CoresetAcquisition Strategy=Coreset, Batch Size=10, Label Budget (N)=1002026.03 | 6.5 | |
| K-Center strategy (Kc.)Batch Size=252026.05 | 0.9729 | |
| K-CenterBatch Size=252026.06 | 0.9729 | |
| K-Center strategy (Kc.)Batch Size=202026.05 | 0.9726 | |
| K-CenterBatch Size=202026.06 | 0.9726 | |
| K-Center strategy (Kc.)Batch Size=52026.05 | 0.972 | |
| K-CenterBatch Size=52026.06 | 0.972 | |
| K-Center strategy (Kc.)Batch Size=102026.05 | 0.9711 | |
| K-CenterBatch Size=102026.06 | 0.9711 | |
| K-Center strategy (Kc.)Batch Size=152026.05 | 0.97 | |
| K-CenterBatch Size=152026.06 | 0.97 | |
| CAALBatch Size=252026.05 | 0.9644 | |
| CAALBatch Size=252026.06 | 0.9644 | |
| CAALBatch Size=202026.05 | 0.9628 | |
| CAALBatch Size=202026.06 | 0.9628 | |
| CAALBatch Size=102026.05 | 0.9622 | |
| CAALBatch Size=102026.06 | 0.9622 | |
| ALBLBatch Size=252026.05 | 0.9607 | |
| ALBLBatch Size=252026.06 | 0.9607 | |
| ALBLBatch Size=202026.05 | 0.9588 | |
| ALBLBatch Size=202026.06 | 0.9588 | |
| CAALBatch Size=152026.05 | 0.958 | |
| CAALBatch Size=152026.06 | 0.958 | |
| CAALBatch Size=52026.05 | 0.9573 | |
| CAALBatch Size=52026.06 | 0.9573 | |
| ALBLBatch Size=152026.05 | 0.957 | |
| ALBLBatch Size=152026.06 | 0.957 | |
| ALBLBatch Size=52026.05 | 0.9543 | |
| ALBLBatch Size=102026.05 | 0.9543 | |
| ALBLBatch Size=52026.06 | 0.9543 | |
| ALBLBatch Size=102026.06 | 0.9543 | |
| Informative Diversity strategy (Info.)Batch Size=252026.05 | 0.9432 | |
| Informative DiversityBatch Size=252026.06 | 0.9432 | |
| Informative Diversity strategy (Info.)Batch Size=202026.05 | 0.9399 | |
| Informative DiversityBatch Size=202026.06 | 0.9399 | |
| Informative Diversity strategy (Info.)Batch Size=152026.05 | 0.9347 | |
| Informative DiversityBatch Size=152026.06 | 0.9347 | |
| Informative Diversity strategy (Info.)Batch Size=102026.05 | 0.932 | |
| Informative DiversityBatch Size=102026.06 | 0.932 | |
| Informative Diversity strategy (Info.)Batch Size=52026.05 | 0.9291 | |
| Informative DiversityBatch Size=52026.06 | 0.9291 |