Tabular Classification on 253 tabular datasets Shift strength β=0.5
79.7AccuracyTabPFN-v2
Evaluation Results
| Method | Links | |
|---|---|---|
| TabPFN-v2Posterior Adjustment=DistPFN-T2026.05 | 79.7 | |
| LoCalPFNPosterior Adjustment=DistPFN-T2026.05 | 79.6 | |
| TabPFN-v2Posterior Adjustment=DistPFN2026.05 | 79.5 | |
| LoCalPFNPosterior Adjustment=DistPFN2026.05 | 79.4 | |
| TabPFN-v2Posterior Adjustment=none2026.05 | 79 | |
| LoCalPFNPosterior Adjustment=none2026.05 | 78.8 | |
| TabICLPosterior Adjustment=DistPFN-T2026.05 | 78.3 | |
| TabICLPosterior Adjustment=DistPFN2026.05 | 78.1 | |
| TabICLPosterior Adjustment=none2026.05 | 77 | |
| CatBoostHPO=true2026.05 | 75.2 | |
| CatBoostHPO=false2026.05 | 75.1 | |
| Random ForestHPO=false2026.05 | 74.8 | |
| RealMLP2026.05 | 74.5 | |
| Random ForestHPO=true2026.05 | 74.3 | |
| TabM2026.05 | 73.5 | |
| LightGBMHPO=false2026.05 | 73.4 | |
| FT-Transformer2026.05 | 71.8 | |
| LogReg.HPO=false2026.05 | 67.4 | |
| LightGBMHPO=true2026.05 | 65.5 | |
| MLPHPO=true2026.05 | 65.4 | |
| LogReg.HPO=true2026.05 | 65.3 | |
| kNNHPO=true2026.05 | 64.4 | |
| TabulaRNN2026.05 | 64.1 | |
| kNNHPO=false2026.05 | 62.9 | |
| SVMHPO=true2026.05 | 62.6 | |
| MLPHPO=false2026.05 | 61.3 | |
| SVMHPO=false2026.05 | 56 | |
| MambaTab2026.05 | 52.5 |