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Classification on SSMI

0.693AUROCTabPFN
0.561960.595980.630.66402Apr 2, 2026

Evaluation results

MethodLinks
TabPFNModel Category=Tabular In-Context Learning Models, AWARE=false2026.040.693
LRModel Category=Classical and Ensemble Models, AWARE=false2026.040.692
ResNetModel Category=Deep Tabular Models, AWARE=false2026.040.692
TabMModel Category=Deep Tabular Models, AWARE=false2026.040.692
ExcelFModel Category=Deep Tabular Models, AWARE=false2026.040.692
TromptModel Category=Deep Tabular Models, AWARE=false2026.040.692
MNCAModel Category=Deep Tabular Models, AWARE=false2026.040.692
CatBModel Category=Classical and Ensemble Models, AWARE=false2026.040.691
LightGModel Category=Classical and Ensemble Models, AWARE=false2026.040.691
XGBModel Category=Classical and Ensemble Models, AWARE=false2026.040.691
TabDPTModel Category=Ours (Tabular In-Context Learning Models + AWARE), AWARE=true2026.040.691
TabDPTModel Category=Tabular In-Context Learning Models, AWARE=false2026.040.69
KNNModel Category=Ours (Tabular In-Context Learning Models + AWARE), AWARE=true2026.040.689
kNNPFNModel Category=Tabular In-Context Learning Models, AWARE=false2026.040.686
TabNetModel Category=Deep Tabular Models, AWARE=false2026.040.684
kNNPFNModel Category=Ours (Tabular In-Context Learning Models + AWARE), AWARE=true2026.040.684
MLPModel Category=Classical and Ensemble Models, AWARE=false2026.040.675
TabTModel Category=Deep Tabular Models, AWARE=false2026.040.662
KNNModel Category=Classical and Ensemble Models, AWARE=false2026.040.567