Prognostics on NC-P
2.67Average RankTabDPT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TabDPT2026.06 | 2.67 | 6.85 | 6.85 | — | |
| TabPFN2026.06 | 3.33 | 7.79 | 7.79 | — | |
| TabDPTTarget space=Normalized (x100)2026.06 | 3.33 | — | — | 0.9 | |
| TabDPTTarget space=Original engineering units2026.06 | 3.33 | — | — | 90.43 | |
| TabPFNTarget space=Normalized (x100)2026.06 | 3.5 | — | — | 1.14 | |
| TabPFNTarget space=Original engineering units2026.06 | 3.5 | — | — | 114.5 | |
| LSTM2026.06 | 3.67 | 7.56 | 7.56 | — | |
| LSTMTarget space=Normalized (x100)2026.06 | 3.83 | — | — | 1.04 | |
| LSTMTarget space=Original engineering units2026.06 | 3.83 | — | — | 104.08 | |
| CF2026.06 | 5 | 9.98 | 9.98 | — | |
| TiDETarget space=Normalized (x100)2026.06 | 5 | — | — | 1.09 | |
| CFTarget space=Normalized (x100)2026.06 | 5 | — | — | 1.83 | |
| CFTarget space=Original engineering units2026.06 | 5 | — | — | 182.98 | |
| TiDE2026.06 | 5.17 | 7.62 | 7.62 | — | |
| TiDETarget space=Original engineering units2026.06 | 5.17 | — | — | 109.02 | |
| STF2026.06 | 6.17 | 7.35 | 7.35 | — | |
| STFTarget space=Normalized (x100)2026.06 | 6.17 | — | — | 0.99 | |
| XGBoostTarget space=Normalized (x100)2026.06 | 6.17 | — | — | 3.55 | |
| XGBoostTarget space=Original engineering units2026.06 | 6.17 | — | — | 355.02 | |
| STFTarget space=Original engineering units2026.06 | 6.33 | — | — | 99.5 | |
| XGBoost2026.06 | 6.5 | 15.24 | 15.24 | — | |
| TSTTarget space=Normalized (x100)2026.06 | 6.83 | — | — | 0.91 | |
| TSTTarget space=Original engineering units2026.06 | 6.83 | — | — | 91.22 | |
| TST2026.06 | 7 | 7.02 | 7.02 | — | |
| CNN-1DTarget space=Original engineering units2026.06 | 8.17 | — | — | 101.08 | |
| CNN-1DTarget space=Normalized (x100)2026.06 | 8.33 | — | — | 1.01 | |
| CNN-1D2026.06 | 8.67 | 7.53 | 7.53 | — | |
| ExpTarget space=Normalized (x100)2026.06 | 9.5 | — | — | 1.92 | |
| ExpTarget space=Original engineering units2026.06 | 9.5 | — | — | 191.83 | |
| Exp2026.06 | 9.67 | 10.96 | 10.96 | — | |
| PTSTTarget space=Original engineering units2026.06 | 10.17 | — | — | 634.4 | |
| MLP2026.06 | 10.33 | 13.17 | 13.17 | — | |
| PTST2026.06 | 10.33 | 21.55 | 21.55 | — | |
| PTSTTarget space=Normalized (x100)2026.06 | 10.33 | — | — | 6.34 | |
| MLPTarget space=Normalized (x100)2026.06 | 10.5 | — | — | 2.77 | |
| MLPTarget space=Original engineering units2026.06 | 10.5 | — | — | 276.9 | |
| Linear2026.06 | 12.5 | 16.11 | 16.11 | — | |
| LinearTarget space=Normalized (x100)2026.06 | 12.5 | — | — | 3.95 | |
| LinearTarget space=Original engineering units2026.06 | 12.5 | — | — | 394.76 | |
| CFModel Family=Transformer2026.06 | — | — | 9.98 | — | |
| CNN-1DModel Family=Deep sequence model2026.06 | — | — | 7.53 | — | |
| ExpModel Family=Simple baseline2026.06 | — | — | 10.96 | — | |
| LinearModel Family=Simple baseline2026.06 | — | — | 16.11 | — | |
| LSTMModel Family=Deep sequence model2026.06 | — | — | 7.56 | — | |
| MLPModel Family=Simple baseline2026.06 | — | — | 13.17 | — | |
| PTSTModel Family=Transformer2026.06 | — | — | 21.55 | — | |
| STFModel Family=Transformer2026.06 | — | — | 7.35 | — | |
| TabDPTModel Family=Tabular foundation model2026.06 | — | — | 6.85 | — | |
| TabPFNModel Family=Tabular foundation model2026.06 | — | — | 7.79 | — | |
| TiDEModel Family=Transformer2026.06 | — | — | 7.62 | — | |
| TSTModel Family=Transformer2026.06 | — | — | 7.02 | — | |
| XGBoostModel Family=Tabular model2026.06 | — | — | 15.24 | — |