Time Series Forecasting on PEMS03 BackTime Attack
16.093MAE cNo Defense
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| No DefenseVictim Model=FEDformer2026.05 | 16.093 | 10.76 | — | |
| No DefenseVictim Model=SOFTS2026.05 | 16.227 | 3.185 | — | |
| TIMEGUARDVictim Model=FEDformer2026.05 | 16.84 | 41.232 | 84.7 | |
| TIMEGUARDVictim Model=SimpleTM2026.05 | 17.243 | 36.626 | 87.5 | |
| No DefenseVictim Model=SimpleTM2026.05 | 17.268 | 9.131 | — | |
| TIMEGUARDVictim Model=SOFTS2026.05 | 17.451 | 33.34 | 91.7 | |
| No DefenseVictim Model=TimesNet2026.05 | 19.459 | 22.713 | — | |
| No DefenseVictim Model=SegRNN2026.05 | 19.98 | 6.927 | — | |
| TIMEGUARDVictim Model=TimesNet2026.05 | 20.061 | 40.052 | 70.1 | |
| TIMEGUARDVictim Model=SegRNN2026.05 | 20.718 | 33.941 | 88 | |
| No DefenseVictim Model=AutoTimesOPT1B2026.05 | 20.921 | 6.162 | — | |
| No DefenseVictim Model=AutoTimesGPT22026.05 | 21.006 | 6.239 | — | |
| TIMEGUARDVictim Model=AutoTimesOPT1B2026.05 | 21.196 | 33.931 | 90.3 | |
| TIMEGUARDVictim Model=TimeMixer2026.05 | 21.44 | 33.662 | 68.7 | |
| No DefenseVictim Model=TimeMixer2026.05 | 21.484 | 21.053 | — | |
| TIMEGUARDVictim Model=AutoTimesGPT22026.05 | 21.805 | 32.046 | 88.4 |