Regression on OXF-PT
0.04Regression MetrickNNPFN
Evaluation Results
| Method | Links | |
|---|---|---|
| kNNPFNModel Category=Tabular In-Context Learning Models, AWARE=false2026.04 | 0.04 | |
| kNNPFNModel Category=Ours (Tabular In-Context Learning Models + AWARE), AWARE=true2026.04 | 0.07 | |
| TabDPTModel Category=Ours (Tabular In-Context Learning Models + AWARE), AWARE=true2026.04 | 0.107 | |
| TabPFNModel Category=Tabular In-Context Learning Models, AWARE=false2026.04 | 0.113 | |
| TabMModel Category=Deep Tabular Models, AWARE=false2026.04 | 0.237 | |
| KNNModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 0.238 | |
| MNCAModel Category=Deep Tabular Models, AWARE=false2026.04 | 0.291 | |
| ResNetModel Category=Deep Tabular Models, AWARE=false2026.04 | 0.307 | |
| MLPModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 0.323 | |
| ExcelFModel Category=Deep Tabular Models, AWARE=false2026.04 | 0.373 | |
| TabNetModel Category=Deep Tabular Models, AWARE=false2026.04 | 0.379 | |
| CatBModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 0.4 | |
| LRModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 0.413 | |
| KNNModel Category=Ours (Tabular In-Context Learning Models + AWARE), AWARE=true2026.04 | 0.417 | |
| LightGModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 0.514 | |
| TabDPTModel Category=Tabular In-Context Learning Models, AWARE=false2026.04 | 0.626 | |
| XGBModel Category=Classical and Ensemble Models, AWARE=false2026.04 | 0.675 | |
| TabTModel Category=Deep Tabular Models, AWARE=false2026.04 | 0.704 | |
| TromptModel Category=Deep Tabular Models, AWARE=false2026.04 | 0.711 |