Backdoor Defense in Time Series Forecasting on PEMS03 Up & Down attack pattern
17.628Random MAEcNo Defense
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| No DefenseDefense=No Defense2026.05 | 17.628 | 17.903 | — | 17.679 | 20.213 | — | 17.389 | 16.853 | — | |
| TIMEGUARDDefense=TIMEGUARD2026.05 | 18.055 | 80.871 | 83.5 | 17.985 | 75.454 | 81 | 18.158 | 30.165 | 70.9 | |
| Fine-pruningDefense=Fine-pruning2026.05 | 19.078 | 29.024 | 62.9 | 19.193 | 30.267 | 60.6 | 18.743 | 20.98 | 59.3 | |
| PDBDefense=PDB2026.05 | 19.15 | 45.243 | 66.9 | 19.146 | 42.813 | 64.9 | 20.028 | 21.72 | 56.7 | |
| Fine-tuningDefense=Fine-tuning2026.05 | 19.161 | 26.878 | 60.9 | 19.196 | 28.158 | 58.8 | 18.772 | 19.479 | 57.6 |