Tabular Classification on OpenML 253 (test)
81.8Accuracy (w/o shift)TabPFN-v2
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| TabPFN-v22026.05 | 81.8 | 79.7 | 79.6 | 79 | 78.2 | 75.9 | 72.7 | 77.5 | |
| TabPFN-v2DistPFN=true2026.05 | 81.8 | 79.9 | 79.7 | 79.5 | 79.1 | 78.3 | 76.9 | 78.9 | |
| TabPFN-v2DistPFN-T=true2026.05 | 81.8 | 79.9 | 79.8 | 79.7 | 79.6 | 78.9 | 77.5 | 79.2 | |
| LoCalPFN2026.05 | 81.6 | 79.4 | 79.3 | 78.8 | 77.8 | 75.3 | 71.9 | 77.1 | |
| LoCalPFNDistPFN=true2026.05 | 81.6 | 79.7 | 79.6 | 79.4 | 79 | 78.2 | 77 | 78.8 | |
| LoCalPFNDistPFN-T=true2026.05 | 81.6 | 79.8 | 79.7 | 79.6 | 79.4 | 78.7 | 77.6 | 79.1 | |
| TabICL2026.05 | 80.6 | 78.3 | 78.1 | 77 | 74.7 | 70.4 | 66.4 | 74.2 | |
| TabICLDistPFN=true2026.05 | 80.6 | 78.6 | 78.6 | 78.1 | 77.6 | 76.3 | 74.6 | 77.3 | |
| TabICLDistPFN-T=true2026.05 | 80.6 | 78.6 | 78.6 | 78.3 | 78 | 77.1 | 75.5 | 77.7 | |
| Random ForestHPO=true2026.05 | 80.3 | 77.1 | 76.7 | 74.3 | 70.1 | 62.7 | 57.8 | 69.8 | |
| CatBoost2026.05 | 80.3 | 77.4 | 77.1 | 75.1 | 71.8 | 66.5 | 62.1 | 71.7 | |
| CatBoostHPO=true2026.05 | 80.2 | 77.4 | 77.1 | 75.2 | 71.9 | 66.5 | 62.1 | 71.7 | |
| Random Forest2026.05 | 79.6 | 76.8 | 76.5 | 74.8 | 71.8 | 66.5 | 61.8 | 71.4 | |
| MLPHPO=true2026.05 | 79.5 | 70.6 | 68.8 | 65.4 | 61.5 | 58 | 54.5 | 63.1 | |
| TabM2026.05 | 79.4 | 76.2 | 75.7 | 73.5 | 69.4 | 62.4 | 56.5 | 69 | |
| RealMLP2026.05 | 79.4 | 76 | 75.8 | 74.5 | 72 | 67.7 | 64.3 | 71.7 | |
| LightGBMHPO=true2026.05 | 79 | 72.6 | 66.1 | 65.5 | 60.8 | 57.7 | 55.1 | 63 | |
| LightGBM2026.05 | 78.9 | 75.8 | 75.3 | 73.4 | 70.5 | 65.7 | 61.8 | 70.4 | |
| SVMHPO=true2026.05 | 78.4 | 73.1 | 68.9 | 62.6 | 59.7 | 57 | 54.1 | 62.6 | |
| FT-Transformer2026.05 | 78.4 | 74.8 | 74.6 | 71.8 | 67.4 | 61 | 55.1 | 67.5 | |
| kNNHPO=true2026.05 | 78.3 | 69.3 | 68.4 | 64.4 | 58.8 | 54 | 49.8 | 60.8 | |
| SVM2026.05 | 78 | 68.4 | 64.6 | 56 | 53.1 | 48.6 | 44.8 | 55.9 | |
| MLP2026.05 | 77.8 | 65.8 | 64.7 | 61.3 | 57.4 | 52.7 | 49.3 | 58.5 | |
| LogReg.HPO=true2026.05 | 77.1 | 69.7 | 68.7 | 65.3 | 61.6 | 58.6 | 55 | 63.1 | |
| LogReg.2026.05 | 76.5 | 71.9 | 70.9 | 67.4 | 63.4 | 59.7 | 56.6 | 65 | |
| kNN2026.05 | 76.5 | 66.3 | 65.7 | 62.9 | 58.9 | 53.8 | 50.1 | 59.6 | |
| TabulaRNN2026.05 | 74.9 | 69.9 | 68.4 | 64.1 | 58.5 | 52.2 | 46.5 | 59.9 | |
| MambaTab2026.05 | 71.9 | 62.9 | 60.3 | 52.5 | 46.6 | 43 | 39.4 | 50.8 |