Prognostics on XJTU-SY (MAE, Average Rank)
17.83MAE (Original Units)TabPFN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TabPFNTarget space=Normalized2026.06 | 17.83 | — | 1.33 | |
| LSTMTarget space=Normalized2026.06 | 18.57 | — | 4.33 | |
| CFTarget space=Normalized2026.06 | 18.87 | — | 3.67 | |
| XGBoostTarget space=Normalized2026.06 | 19.2 | — | 4.33 | |
| TabDPTTarget space=Normalized2026.06 | 20.09 | — | 3.33 | |
| PTSTTarget space=Normalized2026.06 | 21.13 | — | 7.33 | |
| TiDETarget space=Normalized2026.06 | 21.28 | — | 4.33 | |
| ExpTarget space=Normalized2026.06 | 21.38 | — | 10 | |
| STFTarget space=Normalized2026.06 | 21.44 | — | 9 | |
| LSTMModel Family=Deep sequence model2026.06 | 21.89 | — | — | |
| CFModel Family=Transformer2026.06 | 22.09 | — | — | |
| TabPFNModel Family=Tabular foundation model2026.06 | 22.27 | — | — | |
| TabDPTModel Family=Tabular foundation model2026.06 | 23.24 | — | — | |
| XGBoostModel Family=Tabular model2026.06 | 24.59 | — | — | |
| TSTTarget space=Normalized2026.06 | 25.08 | — | 8.33 | |
| TiDEModel Family=Transformer2026.06 | 25.11 | — | — | |
| MLPTarget space=Normalized2026.06 | 25.21 | — | 11.33 | |
| PTSTModel Family=Transformer2026.06 | 25.42 | — | — | |
| CNN-1DTarget space=Normalized2026.06 | 26.13 | — | 10.67 | |
| ExpModel Family=Simple baseline2026.06 | 27.22 | — | — | |
| STFModel Family=Transformer2026.06 | 28.49 | — | — | |
| MLPModel Family=Simple baseline2026.06 | 30.64 | — | — | |
| CNN-1DModel Family=Deep sequence model2026.06 | 31.02 | — | — | |
| TSTModel Family=Transformer2026.06 | 33.3 | — | — | |
| LinearTarget space=Normalized2026.06 | 75.37 | — | 13 | |
| LinearModel Family=Simple baseline2026.06 | 76.8 | — | — | |
| LSTMTarget space=Original2026.06 | 123.73 | — | 4 | |
| CFTarget space=Original2026.06 | 124.85 | — | 3.33 | |
| TabPFNTarget space=Original2026.06 | 125.89 | — | 2 | |
| TabDPTTarget space=Original2026.06 | 131.36 | — | 3 | |
| XGBoostTarget space=Original2026.06 | 138.98 | — | 4.67 | |
| TiDETarget space=Original2026.06 | 141.91 | — | 4 | |
| PTSTTarget space=Original2026.06 | 143.67 | — | 7.67 | |
| ExpTarget space=Original2026.06 | 153.84 | — | 10 | |
| STFTarget space=Original2026.06 | 161.01 | — | 9 | |
| MLPTarget space=Original2026.06 | 173.19 | — | 11 | |
| CNN-1DTarget space=Original2026.06 | 175.36 | — | 10.33 | |
| TSTTarget space=Original2026.06 | 188.24 | — | 9 | |
| LSTM2026.06 | 271.33 | 21.89 | 3.67 | |
| CF2026.06 | 282.2 | 22.09 | 5 | |
| TabDPT2026.06 | 282.83 | 23.24 | 2.67 | |
| TabPFN2026.06 | 292.43 | 22.27 | 3.33 | |
| XGBoost2026.06 | 311.19 | 24.59 | 6.5 | |
| PTST2026.06 | 312.68 | 25.42 | 10.33 | |
| TiDE2026.06 | 320.41 | 25.11 | 5.17 | |
| Exp2026.06 | 349.71 | 27.22 | 9.67 | |
| STF2026.06 | 361.41 | 28.49 | 6.17 | |
| CNN-1D2026.06 | 380.05 | 31.02 | 8.67 | |
| MLP2026.06 | 384.95 | 30.64 | 10.33 | |
| TST2026.06 | 424.88 | 33.3 | 7 | |
| LinearTarget space=Original2026.06 | 434.14 | — | 13 | |
| Linear2026.06 | 907.4 | 76.8 | 12.5 |