Tabular Classification on 253 tabular datasets Shift strength β=1.0
79.6AccuracyTabPFN-v2
Evaluation Results
| Method | Links | |
|---|---|---|
| TabPFN-v2Posterior Adjustment=DistPFN-T2026.05 | 79.6 | |
| LoCalPFNPosterior Adjustment=DistPFN-T2026.05 | 79.4 | |
| TabPFN-v2Posterior Adjustment=DistPFN2026.05 | 79.1 | |
| LoCalPFNPosterior Adjustment=DistPFN2026.05 | 79 | |
| TabPFN-v2Posterior Adjustment=none2026.05 | 78.2 | |
| TabICLPosterior Adjustment=DistPFN-T2026.05 | 78 | |
| LoCalPFNPosterior Adjustment=none2026.05 | 77.8 | |
| TabICLPosterior Adjustment=DistPFN2026.05 | 77.6 | |
| TabICLPosterior Adjustment=none2026.05 | 74.7 | |
| RealMLP2026.05 | 72 | |
| CatBoostHPO=true2026.05 | 71.9 | |
| Random ForestHPO=false2026.05 | 71.8 | |
| CatBoostHPO=false2026.05 | 71.8 | |
| LightGBMHPO=false2026.05 | 70.5 | |
| Random ForestHPO=true2026.05 | 70.1 | |
| TabM2026.05 | 69.4 | |
| FT-Transformer2026.05 | 67.4 | |
| LogReg.HPO=false2026.05 | 63.4 | |
| LogReg.HPO=true2026.05 | 61.6 | |
| MLPHPO=true2026.05 | 61.5 | |
| LightGBMHPO=true2026.05 | 60.8 | |
| SVMHPO=true2026.05 | 59.7 | |
| kNNHPO=false2026.05 | 58.9 | |
| kNNHPO=true2026.05 | 58.8 | |
| TabulaRNN2026.05 | 58.5 | |
| MLPHPO=false2026.05 | 57.4 | |
| SVMHPO=false2026.05 | 53.1 | |
| MambaTab2026.05 | 46.6 |