Tabular Classification and Regression on CARTE
78.8Mean AccuracyAutoGluon
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AutoGluon2026.06 | 78.8 | — | 73.7 | |
| FlexTabbag=82026.06 | 77.3 | 1.9 | 74.4 | |
| ConTextTab2026.06 | 77.1 | 3.9 | 72.4 | |
| FlexTabbag=12026.06 | 77 | 2.9 | 73.6 | |
| CatBoostHPO=true, CV=52026.06 | 76.3 | 6.4 | 68.3 | |
| LimiX-16Mretrieval=true2026.06 | 75.5 | 5.9 | 69.5 | |
| LimiX-2Mretrieval=true2026.06 | 74.9 | 8 | 68.2 | |
| CatBoostTD=true2026.06 | 74.7 | 9.9 | 65.9 | |
| RealMLPHPO=true, CV=52026.06 | 74.3 | 5.6 | 69 | |
| LightGBMHPO=true, CV=52026.06 | 73.6 | 7.4 | 67.4 | |
| XGBoostHPO=true, CV=52026.06 | 73.5 | 8.2 | 66.9 | |
| LightGBMTD=true2026.06 | 72.7 | 10.8 | 64.9 | |
| XGBoostTD=true2026.06 | 72.3 | 12 | 64.6 | |
| Random forest2026.06 | 71.4 | 12.6 | 63.4 | |
| TabPFNv2.62026.06 | 70.7 | 11.6 | 59.9 | |
| RealMLPTD=true2026.06 | 70.6 | 14.1 | 59.7 | |
| TabICLv22026.06 | 70.5 | 12.2 | 55.3 | |
| KNNk=52026.06 | 65.6 | 16.5 | 34.5 | |
| Naive2026.06 | 53 | 17.9 | -1.7 |