SOTA Active Learning on ILPD and PapersWithCode

14.7AULC

CatBoost-Margin

Updated 1d ago

Evaluation Results

Method	Links
CatBoost-Margin 2026.03		14.7
TabPFN-Margin 2026.03		11.5
XGBoost-Margin 2026.03		11.2
TabPFN-Random 2026.03		11.1
TabPFN-Proxy-Hybrid 2026.03		10.9
LabelSpreading-Random 2026.03		10
TabPFN-Hybrid 2026.03		8.9
TabPFN-Coreset 2026.03		6.5
K-Center strategy (Kc.) 2026.05		0.9729
K-Center strategy (Kc.) 2026.05		0.9726
K-Center strategy (Kc.) 2026.05		0.972
K-Center strategy (Kc.) 2026.05		0.9711
K-Center strategy (Kc.) 2026.05		0.97
CAAL 2026.05		0.9644
CAAL 2026.05		0.9628
CAAL 2026.05		0.9622
ALBL 2026.05		0.9607
ALBL 2026.05		0.9588
CAAL 2026.05		0.958
CAAL 2026.05		0.9573
ALBL 2026.05		0.957
ALBL 2026.05		0.9543
ALBL 2026.05		0.9543
Informative Diversity strategy (Info.) 2026.05		0.9432
Informative Diversity strategy (Info.) 2026.05		0.9399
Informative Diversity strategy (Info.) 2026.05		0.9347
Informative Diversity strategy (Info.) 2026.05		0.932
Informative Diversity strategy (Info.) 2026.05		0.9291