Prognostics on NB14
1.33Average RankTabPFN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TabPFNTarget space=Normalized2026.06 | 1.33 | — | — | 4.07 | |
| TabPFNTarget space=Original2026.06 | 2 | — | — | 44.1 | |
| TabDPT2026.06 | 2.67 | 3.63 | 39.35 | — | |
| TabDPTTarget space=Original2026.06 | 3 | — | — | 44.26 | |
| TabPFN2026.06 | 3.33 | 3.91 | 42.32 | — | |
| TabDPTTarget space=Normalized2026.06 | 3.33 | — | — | 4.09 | |
| CFTarget space=Original2026.06 | 3.33 | — | — | 44.84 | |
| LSTM2026.06 | 3.67 | 3.8 | 41.13 | — | |
| CFTarget space=Normalized2026.06 | 3.67 | — | — | 4.14 | |
| LSTMTarget space=Original2026.06 | 4 | — | — | 48.67 | |
| TiDETarget space=Original2026.06 | 4 | — | — | 43.52 | |
| LSTMTarget space=Normalized2026.06 | 4.33 | — | — | 4.49 | |
| TiDETarget space=Normalized2026.06 | 4.33 | — | — | 4.02 | |
| XGBoostTarget space=Normalized2026.06 | 4.33 | — | — | 4.82 | |
| XGBoostTarget space=Original2026.06 | 4.67 | — | — | 52.24 | |
| CF2026.06 | 5 | 3.57 | 38.7 | — | |
| TiDE2026.06 | 5.17 | 3.44 | 37.22 | — | |
| STF2026.06 | 6.17 | 10.67 | 115.61 | — | |
| XGBoost2026.06 | 6.5 | 4.48 | 48.54 | — | |
| TST2026.06 | 7 | 6.28 | 68 | — | |
| PTSTTarget space=Normalized2026.06 | 7.33 | — | — | 5.57 | |
| PTSTTarget space=Original2026.06 | 7.67 | — | — | 60.29 | |
| TSTTarget space=Normalized2026.06 | 8.33 | — | — | 7.2 | |
| CNN-1D2026.06 | 8.67 | 8.89 | 96.25 | — | |
| STFTarget space=Normalized2026.06 | 9 | — | — | 10.16 | |
| TSTTarget space=Original2026.06 | 9 | — | — | 77.96 | |
| STFTarget space=Original2026.06 | 9 | — | — | 110.11 | |
| Exp2026.06 | 9.67 | 30.47 | 330.02 | — | |
| ExpTarget space=Normalized2026.06 | 10 | — | — | 30.74 | |
| ExpTarget space=Original2026.06 | 10 | — | — | 333.02 | |
| MLP2026.06 | 10.33 | 14.38 | 155.77 | — | |
| PTST2026.06 | 10.33 | 5.22 | 56.53 | — | |
| CNN-1DTarget space=Original2026.06 | 10.33 | — | — | 98.76 | |
| CNN-1DTarget space=Normalized2026.06 | 10.67 | — | — | 9.12 | |
| MLPTarget space=Original2026.06 | 11 | — | — | 160.68 | |
| MLPTarget space=Normalized2026.06 | 11.33 | — | — | 14.83 | |
| Linear2026.06 | 12.5 | 41.69 | 451.64 | — | |
| LinearTarget space=Normalized2026.06 | 13 | — | — | 38.58 | |
| LinearTarget space=Original2026.06 | 13 | — | — | 417.94 | |
| CFModel Family=Transformer2026.06 | — | — | 3.57 | — | |
| CNN-1DModel Family=Deep sequence model2026.06 | — | — | 8.89 | — | |
| ExpModel Family=Simple baseline2026.06 | — | — | 30.47 | — | |
| LinearModel Family=Simple baseline2026.06 | — | — | 41.69 | — | |
| LSTMModel Family=Deep sequence model2026.06 | — | — | 3.8 | — | |
| MLPModel Family=Simple baseline2026.06 | — | — | 14.38 | — | |
| PTSTModel Family=Transformer2026.06 | — | — | 5.22 | — | |
| STFModel Family=Transformer2026.06 | — | — | 10.67 | — | |
| TabDPTModel Family=Tabular foundation model2026.06 | — | — | 3.63 | — | |
| TabPFNModel Family=Tabular foundation model2026.06 | — | — | 3.91 | — | |
| TiDEModel Family=Transformer2026.06 | — | — | 3.44 | — | |
| TSTModel Family=Transformer2026.06 | — | — | 6.28 | — | |
| XGBoostModel Family=Tabular model2026.06 | — | — | 4.48 | — |