Tabular Classification on 253 tabular datasets Shift strength β=2.0
78.9AccuracyTabPFN-v2
Evaluation results
| Method | Links | |
|---|---|---|
| TabPFN-v2Posterior Adjustment=DistPFN-T2026.05 | 78.9 | |
| LoCalPFNPosterior Adjustment=DistPFN-T2026.05 | 78.7 | |
| TabPFN-v2Posterior Adjustment=DistPFN2026.05 | 78.3 | |
| LoCalPFNPosterior Adjustment=DistPFN2026.05 | 78.2 | |
| TabICLPosterior Adjustment=DistPFN-T2026.05 | 77.1 | |
| TabICLPosterior Adjustment=DistPFN2026.05 | 76.3 | |
| TabPFN-v2Posterior Adjustment=none2026.05 | 75.9 | |
| LoCalPFNPosterior Adjustment=none2026.05 | 75.3 | |
| TabICLPosterior Adjustment=none2026.05 | 70.4 | |
| RealMLP2026.05 | 67.7 | |
| Random ForestHPO=false2026.05 | 66.5 | |
| CatBoostHPO=false2026.05 | 66.5 | |
| CatBoostHPO=true2026.05 | 66.5 | |
| LightGBMHPO=false2026.05 | 65.7 | |
| Random ForestHPO=true2026.05 | 62.7 | |
| TabM2026.05 | 62.4 | |
| FT-Transformer2026.05 | 61 | |
| LogReg.HPO=false2026.05 | 59.7 | |
| LogReg.HPO=true2026.05 | 58.6 | |
| MLPHPO=true2026.05 | 58 | |
| LightGBMHPO=true2026.05 | 57.7 | |
| SVMHPO=true2026.05 | 57 | |
| kNNHPO=true2026.05 | 54 | |
| kNNHPO=false2026.05 | 53.8 | |
| MLPHPO=false2026.05 | 52.7 | |
| TabulaRNN2026.05 | 52.2 | |
| SVMHPO=false2026.05 | 48.6 | |
| MambaTab2026.05 | 43 |