Prognostics on PHME 20
1.95MAE (Original Units)TabPFN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TabPFNModel Family=Tabular foundation model2026.06 | 1.95 | — | — | |
| TabDPTModel Family=Tabular foundation model2026.06 | 2.19 | — | — | |
| XGBoostModel Family=Tabular model2026.06 | 2.68 | — | — | |
| LSTMModel Family=Deep sequence model2026.06 | 3.73 | — | — | |
| CFModel Family=Transformer2026.06 | 3.87 | — | — | |
| STFModel Family=Transformer2026.06 | 3.91 | — | — | |
| TSTModel Family=Transformer2026.06 | 4.11 | — | — | |
| TiDEModel Family=Transformer2026.06 | 4.2 | — | — | |
| MLPModel Family=Simple baseline2026.06 | 4.62 | — | — | |
| CNN-1DModel Family=Deep sequence model2026.06 | 5.35 | — | — | |
| TabPFN2026.06 | 6.89 | 1.95 | 3.33 | |
| TabDPT2026.06 | 7.75 | 2.19 | 2.67 | |
| ExpModel Family=Simple baseline2026.06 | 8.82 | — | — | |
| XGBoost2026.06 | 9.48 | 2.68 | 6.5 | |
| LinearModel Family=Simple baseline2026.06 | 12.19 | — | — | |
| LSTM2026.06 | 13.19 | 3.73 | 3.67 | |
| CF2026.06 | 13.71 | 3.87 | 5 | |
| STF2026.06 | 13.83 | 3.91 | 6.17 | |
| TST2026.06 | 14.56 | 4.11 | 7 | |
| TiDE2026.06 | 14.86 | 4.2 | 5.17 | |
| PTSTModel Family=Transformer2026.06 | 15.09 | — | — | |
| MLP2026.06 | 16.35 | 4.62 | 10.33 | |
| CNN-1D2026.06 | 18.95 | 5.35 | 8.67 | |
| Exp2026.06 | 31.21 | 8.82 | 9.67 | |
| Linear2026.06 | 43.13 | 12.19 | 12.5 | |
| PTST2026.06 | 53.4 | 15.09 | 10.33 |