Backdoor Defense in Time Series Forecasting on Bike Sharing hourly 2011-2012
19.131MAECPDB
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PDBVictim Model=TimesNet2026.05 | 19.131 | 103.55 | 76.9 | |
| No DefenseVictim Model=TimesNet2026.05 | 20.377 | 47.904 | — | |
| TIMEGUARDVictim Model=SimpleTM2026.05 | 20.699 | 243.449 | 86.3 | |
| PDBVictim Model=AVERAGE2026.05 | 21.99 | 116.119 | 73.9 | |
| PDBVictim Model=FEDformer2026.05 | 22.368 | 120.193 | 72.2 | |
| TIMEGUARDVictim Model=TimesNet2026.05 | 22.751 | 227.498 | 84.3 | |
| No DefenseVictim Model=AVERAGE2026.05 | 22.814 | 60.421 | — | |
| No DefenseVictim Model=FEDformer2026.05 | 23.921 | 66.894 | — | |
| TIMEGUARDVictim Model=AVERAGE2026.05 | 23.935 | 240.01 | 83.1 | |
| No DefenseVictim Model=SimpleTM2026.05 | 24.143 | 66.465 | — | |
| PDBVictim Model=SimpleTM2026.05 | 24.472 | 124.615 | 72.7 | |
| TIMEGUARDVictim Model=FEDformer2026.05 | 28.355 | 249.084 | 78.8 |