Active Learning on Diabetes
40.1AULCTabPFN-Proxy-Hybrid
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TabPFN-Proxy-HybridAcquisition Strategy=Proxy-Hybrid, Batch Size=10, Label Budget (N)=1002026.03 | 40.1 | — | |
| TabPFN-HybridAcquisition Strategy=Hybrid, Batch Size=10, Label Budget (N)=1002026.03 | 39.2 | — | |
| TabPFN-RandomAcquisition Strategy=Random, Batch Size=10, Label Budget (N)=1002026.03 | 37.9 | — | |
| TabPFN-MarginAcquisition Strategy=Margin, Batch Size=10, Label Budget (N)=1002026.03 | 36.2 | — | |
| CatBoost-MarginAcquisition Strategy=Margin, Batch Size=10, Label Budget (N)=1002026.03 | 34.4 | — | |
| TabPFN-CoresetAcquisition Strategy=Coreset, Batch Size=10, Label Budget (N)=1002026.03 | 34 | — | |
| XGBoost-MarginAcquisition Strategy=Margin, Batch Size=10, Label Budget (N)=1002026.03 | 28.8 | — | |
| LabelSpreading-RandomAcquisition Strategy=Random, Batch Size=10, Label Budget (N)=1002026.03 | 19.2 | — | |
| AACO2026.05 | — | 7,579 | |
| DiFA (m)2026.05 | — | 2,277 | |
| DIME (m)2026.05 | — | 1,796 | |
| GDFS (m)2026.05 | — | 2,151 | |
| GSMRL2026.05 | — | 7,726 | |
| NM-PPG2026.05 | — | 10,286 | |
| OL2026.05 | — | 6,038 | |
| SEFA2026.05 | — | 4,896 |