Classification on DTC
0.99AUROCLightG
Evaluation Results
| Method | Links | |
|---|---|---|
| LightGModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 0.99 | |
| kNNPFNModel Category=Tabular In-Context Learning Models, AWARE=false2026.04 | 0.99 | |
| CatBModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 0.987 | |
| LRModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 0.984 | |
| TabPFNModel Category=Tabular In-Context Learning Models, AWARE=false2026.04 | 0.984 | |
| kNNPFNModel Category=Ours (Tabular In-Context Learning Models + AWARE), AWARE=true2026.04 | 0.984 | |
| TabDPTModel Category=Tabular In-Context Learning Models, AWARE=false2026.04 | 0.981 | |
| TabDPTModel Category=Ours (Tabular In-Context Learning Models + AWARE), AWARE=true2026.04 | 0.981 | |
| TromptModel Category=Deep Tabular Models, AWARE=false2026.04 | 0.948 | |
| XGBModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 0.944 | |
| KNNModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 0.938 | |
| MNCAModel Category=Deep Tabular Models, AWARE=false2026.04 | 0.937 | |
| TabMModel Category=Deep Tabular Models, AWARE=false2026.04 | 0.929 | |
| TabTModel Category=Deep Tabular Models, AWARE=false2026.04 | 0.92 | |
| ResNetModel Category=Deep Tabular Models, AWARE=false2026.04 | 0.914 | |
| MLPModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 0.909 | |
| ExcelFModel Category=Deep Tabular Models, AWARE=false2026.04 | 0.869 | |
| TabNetModel Category=Deep Tabular Models, AWARE=false2026.04 | 0.69 | |
| KNNModel Category=Ours (Tabular In-Context Learning Models + AWARE), AWARE=true2026.04 | 0.5 |