Regression on TabArena Lite
1.9Average RankTabPFNv2.6
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| TabPFNv2.62026.06 | 1.9 | — | — | — | — | — | 80.5 | |
| TabICLv22026.06 | 2.2 | — | — | — | — | — | 79.9 | |
| RealMLP2026.06 | 3.4 | — | — | — | — | — | 79.9 | |
| FlexTabbagging size=82026.06 | 3.6 | — | — | — | — | — | 79.5 | |
| FlexTabbagging size=12026.06 | 3.8 | — | — | — | — | — | 79.1 | |
| CatBoost2026.06 | 3.8 | — | — | — | — | — | 79 | |
| ConTextTab2026.06 | 4.2 | — | — | — | — | — | 77.8 | |
| AutoGluon 1.3Hyperparameter Setup=4h budget, Train time per 1K [s]=1734.20, Predict time per 1K [s]=7.062025.08 | 5.2 | 1,779 | 0.673 | 3.2 | 1 | 3.6 | — | |
| Random forest2026.06 | 5.5 | — | — | — | — | — | 76.1 | |
| RealMLPHyperparameter Setup=Tuned + Ensembled, Train time per 1K [s]=6860.54, Predict time per 1K [s]=7.682025.08 | 6.6 | 1,721 | 0.66 | 5.4 | 0 | 3.1 | — | |
| ModernNCAHyperparameter Setup=Tuned + Ensembled, Train time per 1K [s]=3811.43, Predict time per 1K [s]=7.582025.08 | 9.2 | 1,626 | 0.622 | 2.6 | 3 | 5.4 | — | |
| LightGBMHyperparameter Setup=Tuned + Ensembled, Train time per 1K [s]=686.46, Predict time per 1K [s]=5.482025.08 | 10.1 | 1,602 | 0.478 | 7.5 | 0 | 6 | — | |
| TabDPTHyperparameter Setup=Default, Train time per 1K [s]=16.97, Predict time per 1K [s]=8.702025.08 | 10.9 | 1,575 | 0.515 | 3.8 | 2 | 3.9 | — | |
| xRFMHyperparameter Setup=Tuned + Ensembled, Train time per 1K [s]=365.57, Predict time per 1K [s]=0.722025.08 | 11.5 | 1,563 | 0.492 | 5.3 | 1 | 5.1 | — | |
| CatBoostHyperparameter Setup=Tuned + Ensembled, Train time per 1K [s]=2895.38, Predict time per 1K [s]=1.322025.08 | 11.8 | 1,558 | 0.435 | 8.9 | 0 | 5.7 | — | |
| TabMHyperparameter Setup=Tuned + Ensembled, Train time per 1K [s]=4228.53, Predict time per 1K [s]=1.192025.08 | 12.8 | 1,529 | 0.439 | 8.5 | 0 | 4.3 | — | |
| CatBoostHyperparameter Setup=Tuned, Train time per 1K [s]=2895.38, Predict time per 1K [s]=0.072025.08 | 13.3 | 1,515 | 0.406 | 6.8 | 0 | 5.9 | — | |
| xRFMHyperparameter Setup=Tuned, Train time per 1K [s]=365.57, Predict time per 1K [s]=0.092025.08 | 13.8 | 1,504 | 0.406 | 9.7 | 0 | 5.7 | — | |
| LightGBMHyperparameter Setup=Tuned, Train time per 1K [s]=686.46, Predict time per 1K [s]=0.742025.08 | 13.9 | 1,498 | 0.354 | 10.2 | 0 | 6.8 | — | |
| XGBoostHyperparameter Setup=Tuned + Ensembled, Train time per 1K [s]=848.99, Predict time per 1K [s]=2.382025.08 | 15.2 | 1,470 | 0.328 | 13.9 | 0 | 6.7 | — | |
| XGBoostHyperparameter Setup=Tuned, Train time per 1K [s]=848.99, Predict time per 1K [s]=0.472025.08 | 15.2 | 1,470 | 0.325 | 13.3 | 0 | 6.7 | — | |
| ModernNCAHyperparameter Setup=Default, Train time per 1K [s]=16.07, Predict time per 1K [s]=0.292025.08 | 15.6 | 1,457 | 0.323 | 11 | 0 | 8.1 | — | |
| TabMHyperparameter Setup=Tuned, Train time per 1K [s]=4228.53, Predict time per 1K [s]=0.132025.08 | 16 | 1,453 | 0.311 | 12.6 | 0 | 5.2 | — | |
| RealMLPHyperparameter Setup=Tuned, Train time per 1K [s]=6860.54, Predict time per 1K [s]=0.322025.08 | 16.6 | 1,439 | 0.306 | 13.3 | 0 | 5.9 | — | |
| CatBoostHyperparameter Setup=Default, Train time per 1K [s]=8.35, Predict time per 1K [s]=0.092025.08 | 17.4 | 1,419 | 0.278 | 12 | 0 | 7.9 | — | |
| ModernNCAHyperparameter Setup=Tuned, Train time per 1K [s]=3811.43, Predict time per 1K [s]=0.452025.08 | 17.6 | 1,411 | 0.347 | 6.7 | 0 | 7.9 | — | |
| TabPFNv2Hyperparameter Setup=Tuned + Ensembled, Train time per 1K [s]=3805.62, Predict time per 1K [s]=10.412025.08 | 19.1 | 1,377 | 0.41 | 2.7 | 4 | 4.9 | — | |
| TabMHyperparameter Setup=Default, Train time per 1K [s]=13.90, Predict time per 1K [s]=0.122025.08 | 20.1 | 1,361 | 0.232 | 16.5 | 0 | 6.9 | — | |
| TabPFNv2Hyperparameter Setup=Tuned, Train time per 1K [s]=3805.62, Predict time per 1K [s]=0.262025.08 | 22.1 | 1,314 | 0.281 | 6.9 | 0 | 6.4 | — | |
| TorchMLPHyperparameter Setup=Tuned + Ensembled, Train time per 1K [s]=4452.11, Predict time per 1K [s]=0.852025.08 | 22.7 | 1,301 | 0.141 | 19.1 | 0 | 8.1 | — | |
| ExtraTreesHyperparameter Setup=Tuned + Ensembled, Train time per 1K [s]=161.73, Predict time per 1K [s]=0.782025.08 | 23.1 | 1,297 | 0.169 | 16.9 | 0 | 11.1 | — | |
| RealMLPHyperparameter Setup=Default, Train time per 1K [s]=23.30, Predict time per 1K [s]=1.442025.08 | 24 | 1,274 | 0.085 | 21.6 | 0 | 8.2 | — | |
| ExtraTreesHyperparameter Setup=Tuned, Train time per 1K [s]=161.73, Predict time per 1K [s]=0.122025.08 | 24 | 1,273 | 0.174 | 16.7 | 0 | 11.4 | — | |
| TabPFNv2Hyperparameter Setup=Default, Train time per 1K [s]=2.78, Predict time per 1K [s]=0.322025.08 | 24.3 | 1,264 | 0.262 | 7.7 | 0 | 7.6 | — | |
| TorchMLPHyperparameter Setup=Tuned, Train time per 1K [s]=4452.11, Predict time per 1K [s]=0.092025.08 | 25.2 | 1,245 | 0.124 | 20.8 | 0 | 8.7 | — | |
| xRFMHyperparameter Setup=Default, Train time per 1K [s]=1.65, Predict time per 1K [s]=0.082025.08 | 25.8 | 1,236 | 0.149 | 8.6 | 1 | 11.7 | — | |
| LightGBMHyperparameter Setup=Default, Train time per 1K [s]=2.03, Predict time per 1K [s]=0.302025.08 | 25.9 | 1,231 | 0.069 | 24.5 | 0 | 9.7 | — | |
| XGBoostHyperparameter Setup=Default, Train time per 1K [s]=2.15, Predict time per 1K [s]=0.182025.08 | 27.4 | 1,195 | 0.104 | 24.5 | 0 | 10.4 | — | |
| RandomForestHyperparameter Setup=Tuned + Ensembled, Train time per 1K [s]=526.17, Predict time per 1K [s]=0.772025.08 | 27.5 | 1,193 | 0.056 | 25.5 | 0 | 12.1 | — | |
| RandomForestHyperparameter Setup=Tuned, Train time per 1K [s]=526.17, Predict time per 1K [s]=0.122025.08 | 29.9 | 1,142 | 0.046 | 27.5 | 0 | 12.8 | — | |
| EBMHyperparameter Setup=Tuned + Ensembled, Train time per 1K [s]=2124.78, Predict time per 1K [s]=0.122025.08 | 30 | 1,133 | 0.122 | 16.4 | 0 | 14.7 | — | |
| ExtraTreesHyperparameter Setup=Default, Train time per 1K [s]=0.42, Predict time per 1K [s]=0.062025.08 | 30.6 | 1,117 | 0.056 | 27.7 | 0 | 13 | — | |
| FastaiMLPHyperparameter Setup=Tuned + Ensembled, Train time per 1K [s]=527.21, Predict time per 1K [s]=2.832025.08 | 31.8 | 1,086 | 0.005 | 30.6 | 0 | 13.1 | — | |
| EBMHyperparameter Setup=Tuned, Train time per 1K [s]=2124.78, Predict time per 1K [s]=0.012025.08 | 32.2 | 1,076 | 0.131 | 9.4 | 1 | 15.3 | — | |
| TorchMLPHyperparameter Setup=Default, Train time per 1K [s]=20.50, Predict time per 1K [s]=0.082025.08 | 32.4 | 1,075 | 0.015 | 30.3 | 0 | 12.9 | — | |
| FastaiMLPHyperparameter Setup=Tuned, Train time per 1K [s]=527.21, Predict time per 1K [s]=0.312025.08 | 33.3 | 1,046 | 0 | 32.3 | 0 | 13.6 | — | |
| EBMHyperparameter Setup=Default, Train time per 1K [s]=7.25, Predict time per 1K [s]=0.042025.08 | 34.7 | 1,009 | 0.071 | 30.3 | 0 | 16 | — | |
| TabICLHyperparameter Setup=Default, Train time per 1K [s]=0.63, Predict time per 1K [s]=0.062025.08 | 34.8 | 1,006 | 0 | 34.2 | 0 | 14.2 | — | |
| RandomForestHyperparameter Setup=Default, Train time per 1K [s]=0.63, Predict time per 1K [s]=0.062025.08 | 34.8 | 1,000 | 0 | 34.2 | 0 | 14.2 | — | |
| FastaiMLPHyperparameter Setup=Default, Train time per 1K [s]=3.08, Predict time per 1K [s]=0.292025.08 | 37.2 | 916 | 0 | 36.5 | 0 | 17.8 | — | |
| KNNHyperparameter Setup=Tuned + Ensembled, Train time per 1K [s]=2.25, Predict time per 1K [s]=0.152025.08 | 43.8 | 533 | 0 | 43.6 | 0 | 37.3 | — | |
| LinearHyperparameter Setup=Tuned + Ensembled, Train time per 1K [s]=46.50, Predict time per 1K [s]=0.142025.08 | 44.3 | 485 | 0 | 44.2 | 0 | 35.5 | — | |
| KNNHyperparameter Setup=Tuned, Train time per 1K [s]=2.25, Predict time per 1K [s]=0.032025.08 | 44.9 | 434 | 0 | 44.7 | 0 | 38 | — | |
| LinearHyperparameter Setup=Tuned, Train time per 1K [s]=46.50, Predict time per 1K [s]=0.042025.08 | 44.9 | 426 | 0 | 44.8 | 0 | 35.7 | — | |
| LinearHyperparameter Setup=Default, Train time per 1K [s]=1.16, Predict time per 1K [s]=0.082025.08 | 46 | 312 | 0 | 46 | 0 | 38.1 | — | |
| KNNHyperparameter Setup=Default, Train time per 1K [s]=0.04, Predict time per 1K [s]=0.022025.08 | 46.5 | 263 | 0 | 46.2 | 0 | 41.6 | — | |
| AutoGluon2026.06 | — | — | — | — | — | — | 79.9 |