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ResearchFormerly WizWand

Classification on ILP

78.3AUROCkNNPFN
48.86856.50964.1571.791Apr 2, 2026
Updated 7mo ago

Evaluation results

MethodLinks
kNNPFNModel Category=Ours (Tabular In-Context Learning Models + AWARE), AWARE=true2026.0478.3
TabDPTModel Category=Tabular In-Context Learning Models, AWARE=false2026.0477.2
LRModel Category=Classical and Ensemble Models, AWARE=false2026.0475.5
kNNPFNModel Category=Tabular In-Context Learning Models, AWARE=false2026.0475.5
TabPFNModel Category=Tabular In-Context Learning Models, AWARE=false2026.0475
TabDPTModel Category=Ours (Tabular In-Context Learning Models + AWARE), AWARE=true2026.0474.9
TromptModel Category=Deep Tabular Models, AWARE=false2026.0473.4
LightGModel Category=Classical and Ensemble Models, AWARE=false2026.0473
CatBModel Category=Classical and Ensemble Models, AWARE=false2026.0472.9
MNCAModel Category=Deep Tabular Models, AWARE=false2026.0471.6
XGBModel Category=Classical and Ensemble Models, AWARE=false2026.0471.4
TabMModel Category=Deep Tabular Models, AWARE=false2026.0469.8
KNNModel Category=Classical and Ensemble Models, AWARE=false2026.0469.6
TabTModel Category=Deep Tabular Models, AWARE=false2026.0468.7
ExcelFModel Category=Deep Tabular Models, AWARE=false2026.0468.4
ResNetModel Category=Deep Tabular Models, AWARE=false2026.0467.8
TabNetModel Category=Deep Tabular Models, AWARE=false2026.0464.3
MLPModel Category=Classical and Ensemble Models, AWARE=false2026.0463.7
KNNModel Category=Ours (Tabular In-Context Learning Models + AWARE), AWARE=true2026.0450