Backdoor Defense in Time Series Forecasting on PEMS03 Cone attack pattern
17.634MAEc (Random)No Defense
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| No DefenseDefense=No Defense2026.05 | 17.634 | 17.772 | — | 17.722 | 20.266 | — | 17.607 | 14.201 | — | |
| TIMEGUARDDefense=TIMEGUARD2026.05 | 17.928 | 104.677 | 86.8 | 17.85 | 97.37 | 85.4 | 18.048 | 39.303 | 80.8 | |
| PDBDefense=PDB2026.05 | 18.63 | 54.69 | 69.3 | 19.308 | 60.477 | 70.8 | 18.967 | 22.397 | 63.9 | |
| Fine-tuningDefense=Fine-tuning2026.05 | 19.003 | 30.909 | 62.5 | 19.661 | 30.995 | 60.8 | 18.934 | 18.196 | 59.4 | |
| Fine-pruningDefense=Fine-pruning2026.05 | 19.02 | 31.643 | 63.3 | 19.595 | 34.447 | 62.4 | 18.686 | 19.736 | 62.3 |