Classification on blood-transfusion
76.9AUROCHyConEx
Evaluation results
| Method | Links | |
|---|---|---|
| HyConEx2025.03 | 76.9 | |
| Logistic Regression2025.03 | 74.9 | |
| IMN2025.03 | 74.2 | |
| TabResNet2025.03 | 74 | |
| LR2026.06 | 73.4 | |
| TabPFN-HybridActive Learning Strategy=Hybrid, Backbone=TabPFN, Label Budget=100, Batch Size=102026.03 | 72.1 | |
| TabPFN-Proxy-HybridActive Learning Strategy=Proxy-Hybrid, Backbone=TabPFN, Label Budget=100, Batch Size=102026.03 | 72 | |
| TabPFN-CoresetActive Learning Strategy=Coreset, Backbone=TabPFN, Label Budget=100, Batch Size=102026.03 | 71.7 | |
| LFR-IMN2026.06 | 71.7 | |
| CatBoost2025.03 | 70.9 | |
| TabPFN-MarginActive Learning Strategy=Margin, Backbone=TabPFN, Label Budget=100, Batch Size=102026.03 | 70.5 | |
| TabPFN-RandomActive Learning Strategy=Random, Backbone=TabPFN, Label Budget=100, Batch Size=102026.03 | 69.7 | |
| RF2026.06 | 69.5 | |
| IMN2026.06 | 69.3 | |
| CatBoost2026.06 | 68.9 | |
| TabResNet2026.06 | 68.7 | |
| Random Forest2025.03 | 66.6 | |
| XGBoost-MarginActive Learning Strategy=Margin, Backbone=XGBoost, Label Budget=100, Batch Size=102026.03 | 66 | |
| CatBoost-MarginActive Learning Strategy=Margin, Backbone=CatBoost, Label Budget=100, Batch Size=102026.03 | 65.6 | |
| LabelSpreading-RandomActive Learning Strategy=Random, Backbone=LabelSpreading, Label Budget=100, Batch Size=102026.03 | 60.9 | |
| Decision Tree2025.03 | 59.9 | |
| TabNet2025.03 | 51.6 | |
| TabNet2026.06 | 49.6 |