Classification on tic-tac-toe (ROC-AUC)
100ROC-AUCOpenFE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OpenFEfolds=52026.02 | 100 | — | — | |
| FAMOSEfolds=52026.02 | 100 | — | — | |
| SBN2025.07 | 100 | 0.001 | 0.041 | |
| Baselinefolds=52026.02 | 99.9 | — | — | |
| AutoFeatfolds=52026.02 | 99.9 | — | — | |
| CAAFEfolds=52026.02 | 99.9 | — | — | |
| XGBoost2025.07 | 99.7 | 0.004 | 0.041 | |
| TabPFN-RandomActive Learning Strategy=Random, Backbone=TabPFN, Label Budget=100, Batch Size=102026.03 | 72.2 | — | — | |
| VIP_COpSetting=HardCOp4DA, Feature Augmentation=Faug2026.05 | 71.7 | — | — | |
| H3 (XXL)Setting=HardCOp4DA, Feature Augmentation=Faug2026.05 | 70.9 | — | — | |
| H2 (Ensem20)Setting=HardCOp4DA, Feature Augmentation=Faug2026.05 | 69.9 | — | — | |
| O1 (Kmeans)Setting=HardCOp4DA, Feature Augmentation=Faug2026.05 | 68.5 | — | — | |
| H1 (Mean15)Setting=HardCOp4DA, Feature Augmentation=Faug2026.05 | 68.2 | — | — | |
| TabPFN-HybridActive Learning Strategy=Hybrid, Backbone=TabPFN, Label Budget=100, Batch Size=102026.03 | 68.1 | — | — | |
| TabPFN-CoresetActive Learning Strategy=Coreset, Backbone=TabPFN, Label Budget=100, Batch Size=102026.03 | 68 | — | — | |
| O2 (DT+TFM)Setting=HardCOp4DA, Feature Augmentation=Faug2026.05 | 67.5 | — | — | |
| TabPFN-Proxy-HybridActive Learning Strategy=Proxy-Hybrid, Backbone=TabPFN, Label Budget=100, Batch Size=102026.03 | 66.8 | — | — | |
| TabPFN-MarginActive Learning Strategy=Margin, Backbone=TabPFN, Label Budget=100, Batch Size=102026.03 | 65.1 | — | — | |
| CatBoost-MarginActive Learning Strategy=Margin, Backbone=CatBoost, Label Budget=100, Batch Size=102026.03 | 64.8 | — | — | |
| XGBoost-MarginActive Learning Strategy=Margin, Backbone=XGBoost, Label Budget=100, Batch Size=102026.03 | 63.8 | — | — | |
| LabelSpreading-RandomActive Learning Strategy=Random, Backbone=LabelSpreading, Label Budget=100, Batch Size=102026.03 | 60.2 | — | — |