Regression on 64 Regression Datasets
28.9Median %RMSE ReductionMITRA
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MITRA2025.12 | 28.9 | — | — | 7.97 | 0.001 | |
| TP-BERTa2025.12 | 27.5 | — | — | 7.14 | 0.0002 | |
| CatBoost2025.12 | 26.7 | — | — | 8.74 | 0.0039 | |
| BOLERO2025.12 | 20.3 | 62.1 | — | — | — | |
| XGBoost2025.12 | 20.3 | — | — | 7.65 | 0.029 | |
| TabPFNVersion=v22025.12 | 19.9 | — | — | 11.7 | 0.076 | |
| RoBERTa-Tab2025.12 | 18.7 | — | — | 9.21 | 0.0005 | |
| MITRAFine-tuned=true2025.12 | 13.4 | — | — | 7.23 | 0.076 | |
| RoBERTa-Tab2025.12 | 7.6 | 46.7 | — | — | — | |
| MITRA-FTFine-tuned=true2025.12 | 7.2 | 61.4 | — | — | — | |
| XGBoost2025.12 | 0.8 | 52.9 | — | — | — | |
| TabPFN-v22025.12 | 0.7 | 62.1 | — | — | — | |
| MITRAFine-tuned=false2025.12 | -5.3 | 43.3 | — | — | — | |
| CatBoost2025.12 | -7.6 | 43.3 | — | — | — | |
| TP-BERTa2025.12 | -7.6 | 28.3 | — | — | — |