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Classification on Adult Income 2 classes

85.25AccuracyTabPFN
58.9965.807572.62579.4425May 21, 2026

Evaluation results

MethodLinks
TabPFNCategory=Neural Tabular Model2026.0585.2581.8
XGBoost + MARICLRefit Model=XGBoost2026.0583.2480
XGBoostCategory=Traditional ML Baseline2026.0581.369.2
Logistic + MARICLRefit Model=Logistic2026.0581.374
EBMCategory=Interpretable ML Model2026.0581.2573.5
Symbolic RegressionCategory=Interpretable ML Model2026.057565
Logistic RegressionCategory=Traditional ML Baseline2026.0573.867.9
LLM-ICLCategory=LLM-Based Method2026.057060
LLM-LExCategory=LLM-Based Method2026.056051.28