Prognostics on Unibo
1.33Average RankTabPFN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TabPFNTarget space=Normalized2026.06 | 1.33 | 3.25 | — | — | |
| TabPFNTarget space=Original2026.06 | 2 | 16 | — | — | |
| TabDPT2026.06 | 2.67 | 3.94 | 19.42 | — | |
| TabDPTTarget space=Original2026.06 | 3 | 17.58 | — | — | |
| TabPFN2026.06 | 3.33 | 3.72 | 18.33 | — | |
| TabDPTTarget space=Normalized2026.06 | 3.33 | 3.57 | — | — | |
| CFTarget space=Original2026.06 | 3.33 | 26.75 | — | — | |
| TabDPTTarget space=Normalized (x100)2026.06 | 3.33 | — | — | 0.69 | |
| TabDPTTarget space=Original engineering units2026.06 | 3.33 | — | — | 1,675.44 | |
| TabPFNTarget space=Normalized (x100)2026.06 | 3.5 | — | — | 0.72 | |
| TabPFNTarget space=Original engineering units2026.06 | 3.5 | — | — | 1,744.71 | |
| LSTM2026.06 | 3.67 | 6.5 | 32 | — | |
| CFTarget space=Normalized2026.06 | 3.67 | 5.43 | — | — | |
| LSTMTarget space=Normalized (x100)2026.06 | 3.83 | — | — | 1.38 | |
| LSTMTarget space=Original engineering units2026.06 | 3.83 | — | — | 3,344.16 | |
| LSTMTarget space=Original2026.06 | 4 | 34.55 | — | — | |
| TiDETarget space=Original2026.06 | 4 | 31.02 | — | — | |
| LSTMTarget space=Normalized2026.06 | 4.33 | 7.02 | — | — | |
| TiDETarget space=Normalized2026.06 | 4.33 | 6.3 | — | — | |
| XGBoostTarget space=Normalized2026.06 | 4.33 | 3.59 | — | — | |
| XGBoostTarget space=Original2026.06 | 4.67 | 17.68 | — | — | |
| CF2026.06 | 5 | 5.58 | 27.48 | — | |
| TiDETarget space=Normalized (x100)2026.06 | 5 | — | — | 1.34 | |
| CFTarget space=Normalized (x100)2026.06 | 5 | — | — | 0.82 | |
| CFTarget space=Original engineering units2026.06 | 5 | — | — | 1,986.17 | |
| TiDE2026.06 | 5.17 | 6.46 | 31.78 | — | |
| TiDETarget space=Original engineering units2026.06 | 5.17 | — | — | 3,238.6 | |
| STF2026.06 | 6.17 | 8.89 | 43.76 | — | |
| STFTarget space=Normalized (x100)2026.06 | 6.17 | — | — | 1.92 | |
| XGBoostTarget space=Normalized (x100)2026.06 | 6.17 | — | — | 0.61 | |
| XGBoostTarget space=Original engineering units2026.06 | 6.17 | — | — | 1,484.77 | |
| STFTarget space=Original engineering units2026.06 | 6.33 | — | — | 4,641.65 | |
| XGBoost2026.06 | 6.5 | 4.06 | 19.98 | — | |
| TSTTarget space=Normalized (x100)2026.06 | 6.83 | — | — | 1.47 | |
| TSTTarget space=Original engineering units2026.06 | 6.83 | — | — | 3,565.53 | |
| TST2026.06 | 7 | 7.23 | 35.6 | — | |
| PTSTTarget space=Normalized2026.06 | 7.33 | 10.56 | — | — | |
| PTSTTarget space=Original2026.06 | 7.67 | 51.99 | — | — | |
| CNN-1DTarget space=Original engineering units2026.06 | 8.17 | — | — | 6,162.49 | |
| TSTTarget space=Normalized2026.06 | 8.33 | 7.39 | — | — | |
| CNN-1DTarget space=Normalized (x100)2026.06 | 8.33 | — | — | 2.54 | |
| CNN-1D2026.06 | 8.67 | 12.41 | 61.1 | — | |
| STFTarget space=Normalized2026.06 | 9 | 8.1 | — | — | |
| TSTTarget space=Original2026.06 | 9 | 36.37 | — | — | |
| STFTarget space=Original2026.06 | 9 | 39.87 | — | — | |
| ExpTarget space=Normalized (x100)2026.06 | 9.5 | — | — | 2.59 | |
| ExpTarget space=Original engineering units2026.06 | 9.5 | — | — | 6,278.27 | |
| Exp2026.06 | 9.67 | 12.19 | 60.02 | — | |
| ExpTarget space=Normalized2026.06 | 10 | 10.93 | — | — | |
| ExpTarget space=Original2026.06 | 10 | 53.79 | — | — | |
| PTSTTarget space=Original engineering units2026.06 | 10.17 | — | — | 4,999.49 | |
| MLP2026.06 | 10.33 | 12.5 | 61.51 | — | |
| PTST2026.06 | 10.33 | 11.18 | 55.02 | — | |
| CNN-1DTarget space=Original2026.06 | 10.33 | 57.78 | — | — | |
| PTSTTarget space=Normalized (x100)2026.06 | 10.33 | — | — | 2.06 | |
| MLPTarget space=Normalized (x100)2026.06 | 10.5 | — | — | 2.91 | |
| MLPTarget space=Original engineering units2026.06 | 10.5 | — | — | 7,060.46 | |
| CNN-1DTarget space=Normalized2026.06 | 10.67 | 11.74 | — | — | |
| MLPTarget space=Original2026.06 | 11 | 68.31 | — | — | |
| MLPTarget space=Normalized2026.06 | 11.33 | 13.88 | — | — | |
| Linear2026.06 | 12.5 | 27.59 | 135.8 | — | |
| LinearTarget space=Normalized (x100)2026.06 | 12.5 | — | — | 17.83 | |
| LinearTarget space=Original engineering units2026.06 | 12.5 | — | — | 43,203.12 | |
| LinearTarget space=Normalized2026.06 | 13 | 31.66 | — | — | |
| LinearTarget space=Original2026.06 | 13 | 155.85 | — | — | |
| CFModel Family=Transformer2026.06 | — | — | 5.58 | — | |
| CNN-1DModel Family=Deep sequence model2026.06 | — | — | 12.41 | — | |
| ExpModel Family=Simple baseline2026.06 | — | — | 12.19 | — | |
| LinearModel Family=Simple baseline2026.06 | — | — | 27.59 | — | |
| LSTMModel Family=Deep sequence model2026.06 | — | — | 6.5 | — | |
| MLPModel Family=Simple baseline2026.06 | — | — | 12.5 | — | |
| PTSTModel Family=Transformer2026.06 | — | — | 11.18 | — | |
| STFModel Family=Transformer2026.06 | — | — | 8.89 | — | |
| TabDPTModel Family=Tabular foundation model2026.06 | — | — | 3.94 | — | |
| TabPFNModel Family=Tabular foundation model2026.06 | — | — | 3.72 | — | |
| TiDEModel Family=Transformer2026.06 | — | — | 6.46 | — | |
| TSTModel Family=Transformer2026.06 | — | — | 7.23 | — | |
| XGBoostModel Family=Tabular model2026.06 | — | — | 4.06 | — |