Tabular Classification on 253 Tabular Datasets (Average across all shift strengths)
79.2AccuracyTabPFN-v2
Evaluation Results
| Method | Links | |
|---|---|---|
| TabPFN-v2Posterior Adjustment=DistPFN-T2026.05 | 79.2 | |
| LoCalPFNPosterior Adjustment=DistPFN-T2026.05 | 79.1 | |
| TabPFN-v2Posterior Adjustment=DistPFN2026.05 | 78.9 | |
| LoCalPFNPosterior Adjustment=DistPFN2026.05 | 78.8 | |
| TabICLPosterior Adjustment=DistPFN-T2026.05 | 77.7 | |
| TabPFN-v2Posterior Adjustment=none2026.05 | 77.5 | |
| TabICLPosterior Adjustment=DistPFN2026.05 | 77.3 | |
| LoCalPFNPosterior Adjustment=none2026.05 | 77.1 | |
| TabICLPosterior Adjustment=none2026.05 | 74.2 | |
| CatBoostHPO=false2026.05 | 71.7 | |
| CatBoostHPO=true2026.05 | 71.7 | |
| RealMLP2026.05 | 71.7 | |
| Random ForestHPO=false2026.05 | 71.4 | |
| LightGBMHPO=false2026.05 | 70.4 | |
| Random ForestHPO=true2026.05 | 69.8 | |
| TabM2026.05 | 69 | |
| FT-Transformer2026.05 | 67.5 | |
| LogReg.HPO=false2026.05 | 65 | |
| LogReg.HPO=true2026.05 | 63.1 | |
| MLPHPO=true2026.05 | 63.1 | |
| LightGBMHPO=true2026.05 | 63 | |
| SVMHPO=true2026.05 | 62.6 | |
| kNNHPO=true2026.05 | 60.8 | |
| TabulaRNN2026.05 | 59.9 | |
| kNNHPO=false2026.05 | 59.6 | |
| MLPHPO=false2026.05 | 58.5 | |
| SVMHPO=false2026.05 | 55.9 | |
| MambaTab2026.05 | 50.8 |