Backdoor Defense in Time Series Forecasting on PEMS03 Up Trend attack pattern
17.721MAEc (Random)No Defense
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| No DefenseDefense=No Defense2026.05 | 17.721 | 18.472 | — | 17.733 | 21.01 | — | 17.615 | 13.674 | — | |
| TIMEGUARDDefense=TIMEGUARD2026.05 | 18.022 | 111.006 | 87.2 | 17.985 | 101.135 | 85.6 | 18.273 | 46.106 | 83.4 | |
| Fine-pruningDefense=Fine-pruning2026.05 | 19.211 | 33.532 | 64 | 19.62 | 34.72 | 62.2 | 19.028 | 21.771 | 64.8 | |
| Fine-tuningDefense=Fine-tuning2026.05 | 19.223 | 32.865 | 63.6 | 19.54 | 33.298 | 62.4 | 18.935 | 19.706 | 62.9 | |
| PDBDefense=PDB2026.05 | 19.227 | 58.857 | 68.3 | 19.201 | 70.032 | 68.7 | 19.783 | 22.195 | 64.5 |