Time Series Forecasting on PEMS03 Random Attack
16.263MAE (c)No Defense
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| No DefenseVictim Model=SOFTS2026.05 | 16.263 | 2.93 | — | |
| No DefenseVictim Model=FEDformer2026.05 | 16.286 | 14.959 | — | |
| TIMEGUARDVictim Model=FEDformer2026.05 | 16.607 | 100.436 | 91.6 | |
| TIMEGUARDVictim Model=SOFTS2026.05 | 16.871 | 170.169 | 97.3 | |
| TIMEGUARDVictim Model=SimpleTM2026.05 | 17.489 | 173.7 | 94.5 | |
| No DefenseVictim Model=SimpleTM2026.05 | 17.51 | 19.007 | — | |
| No DefenseVictim Model=TimesNet2026.05 | 19.104 | 19.351 | — | |
| TIMEGUARDVictim Model=TimesNet2026.05 | 19.687 | 39.894 | 74.3 | |
| No DefenseVictim Model=SegRNN2026.05 | 19.889 | 8.953 | — | |
| TIMEGUARDVictim Model=SegRNN2026.05 | 20.469 | 205.044 | 96.4 | |
| No DefenseVictim Model=AutoTimesOPT1B2026.05 | 20.911 | 22.946 | — | |
| No DefenseVictim Model=AutoTimesGPT22026.05 | 20.984 | 19.346 | — | |
| TIMEGUARDVictim Model=AutoTimesOPT1B2026.05 | 21.054 | 221.067 | 94.5 | |
| TIMEGUARDVictim Model=AutoTimesGPT22026.05 | 21.292 | 215.993 | 94.8 | |
| TIMEGUARDVictim Model=TimeMixer2026.05 | 21.351 | 220.274 | 95.5 | |
| No DefenseVictim Model=TimeMixer2026.05 | 21.54 | 19.917 | — |