Tabular Classification on 253 Tabular Datasets Shift strength β=5.0
77.6AccuracyLoCalPFN
Evaluation results
| Method | Links | |
|---|---|---|
| LoCalPFNPosterior Adjustment=DistPFN-T2026.05 | 77.6 | |
| TabPFN-v2Posterior Adjustment=DistPFN-T2026.05 | 77.5 | |
| LoCalPFNPosterior Adjustment=DistPFN2026.05 | 77 | |
| TabPFN-v2Posterior Adjustment=DistPFN2026.05 | 76.9 | |
| TabICLPosterior Adjustment=DistPFN-T2026.05 | 75.5 | |
| TabICLPosterior Adjustment=DistPFN2026.05 | 74.6 | |
| TabPFN-v2Posterior Adjustment=none2026.05 | 72.7 | |
| LoCalPFNPosterior Adjustment=none2026.05 | 71.9 | |
| TabICLPosterior Adjustment=none2026.05 | 66.4 | |
| RealMLP2026.05 | 64.3 | |
| CatBoostHPO=false2026.05 | 62.1 | |
| CatBoostHPO=true2026.05 | 62.1 | |
| Random ForestHPO=false2026.05 | 61.8 | |
| LightGBMHPO=false2026.05 | 61.8 | |
| Random ForestHPO=true2026.05 | 57.8 | |
| LogReg.HPO=false2026.05 | 56.6 | |
| TabM2026.05 | 56.5 | |
| LightGBMHPO=true2026.05 | 55.1 | |
| FT-Transformer2026.05 | 55.1 | |
| LogReg.HPO=true2026.05 | 55 | |
| MLPHPO=true2026.05 | 54.5 | |
| SVMHPO=true2026.05 | 54.1 | |
| kNNHPO=false2026.05 | 50.1 | |
| kNNHPO=true2026.05 | 49.8 | |
| MLPHPO=false2026.05 | 49.3 | |
| TabulaRNN2026.05 | 46.5 | |
| SVMHPO=false2026.05 | 44.8 | |
| MambaTab2026.05 | 39.4 |