Direct-RUL Prognostics on NASA direct-RUL (NC-DS02, NC-P, PHME20)
2.67Average RankTabDPT
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| TabDPT2026.06 | 2.67 | — | — | — | 5.07 | 5.07 | |
| TabPFN2026.06 | 3 | 0.8 | 1.49 | 1.21 | — | — | |
| STF2026.06 | 3.33 | 0.78 | 1.3 | 21.05 | — | — | |
| TabPFN2026.06 | 3.33 | — | — | — | 4.96 | 4.96 | |
| LSTM2026.06 | 3.67 | — | — | — | 4.93 | 4.93 | |
| LSTM2026.06 | 4 | 0.81 | 1.46 | 8.5 | — | — | |
| TST2026.06 | 4 | 0.85 | 1.26 | 12.64 | — | — | |
| TabDPT2026.06 | 4.67 | 0.91 | 1.31 | 5.94 | — | — | |
| CF2026.06 | 5 | — | — | — | 5.76 | 5.76 | |
| TiDE2026.06 | 5.17 | — | — | — | 5.29 | 5.29 | |
| TiDE2026.06 | 6 | 0.86 | 1.69 | 11.82 | — | — | |
| STF2026.06 | 6.17 | — | — | — | 4.89 | 4.89 | |
| XGBoost2026.06 | 6.5 | — | — | — | 8.52 | 8.52 | |
| Exp2026.06 | 6.67 | 0.85 | 2.69 | 229.49 | — | — | |
| CNN-1D2026.06 | 7 | 0.87 | 1.44 | 2,709.03 | — | — | |
| TST2026.06 | 7 | — | — | — | 5.31 | 5.31 | |
| XGBoost2026.06 | 7.33 | 1.62 | 6.1 | 3.95 | — | — | |
| CNN-1D2026.06 | 8.67 | — | — | — | 5.33 | 5.33 | |
| CF2026.06 | 9 | 1.01 | 2.99 | 2,215.75 | — | — | |
| Exp2026.06 | 9.67 | — | — | — | 5.35 | 5.35 | |
| MLP2026.06 | 10.33 | — | — | — | 6.37 | 6.37 | |
| PTST2026.06 | 10.33 | — | — | — | 16.62 | 16.62 | |
| Linear2026.06 | 11 | 2.03 | 7.9 | 3,044.09 | — | — | |
| MLP2026.06 | 12.33 | 2.53 | 4,910.51 | 481,046.65 | — | — | |
| Linear2026.06 | 12.5 | — | — | — | 10.13 | 10.13 | |
| PTST2026.06 | 12.67 | 6.11 | 10.69 | 19,528,004 | — | — |