Backdoor Defense in Time Series Forecasting on PEMS03 v1 (full)
17.628MAE (c)TIMEGUARD
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TIMEGUARDAttack=FreqBack-TSF2026.05 | 17.628 | 57.759 | 84.7 | |
| No DefenseAttack=Random2026.05 | 17.634 | 17.772 | — | |
| No DefenseAttack=Manhattan2026.05 | 17.722 | 20.266 | — | |
| TIMEGUARDAttack=Manhattan2026.05 | 17.85 | 97.37 | 85.4 | |
| TIMEGUARDAttack=Random2026.05 | 17.928 | 104.677 | 86.8 | |
| TIMEGUARDAttack=BackTime2026.05 | 18.048 | 39.303 | 80.8 | |
| SpectralAttack=Random2026.05 | 18.389 | 18.356 | 50.2 | |
| TEDAttack=Random2026.05 | 18.434 | 20.063 | 52.8 | |
| PDBAttack=Random2026.05 | 18.63 | 54.69 | 69.3 | |
| NADAttack=Random2026.05 | 18.795 | 26.809 | 60 | |
| Fine-tuningAttack=Random2026.05 | 19.003 | 30.909 | 62.5 | |
| Fine-pruningAttack=Random2026.05 | 19.02 | 31.643 | 63.3 | |
| TED++Attack=Random2026.05 | 19.197 | 19.184 | 49.9 | |
| IMSAttack=Random2026.05 | 19.239 | 17.731 | 46.6 | |
| ABLAttack=Random2026.05 | 19.637 | 19.104 | 49.3 | |
| ESTIAttack=Random2026.05 | 19.91 | 17.186 | 45.4 |