Backdoor Defense in Time Series Forecasting on GBA 2019
26.705MAECPDB
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PDBVictim Model=FEDformer, Attack Type=BackTime2026.05 | 26.705 | 39.016 | 66.4 | 5,625.3 | |
| No DefenseVictim Model=FEDformer, Attack Type=BackTime2026.05 | 27.259 | 26.234 | — | 5,625.6 | |
| TIMEGUARDVictim Model=FEDformer, Attack Type=BackTime2026.05 | 28.463 | 69.2 | 78.9 | 23,390.1 | |
| PDBVictim Model=AVERAGE, Attack Type=BackTime2026.05 | 30.479 | 46.28 | 62.2 | 6,862.3 | |
| No DefenseVictim Model=AVERAGE, Attack Type=BackTime2026.05 | 30.64 | 35.036 | — | 6,309.7 | |
| TIMEGUARDVictim Model=TimesNet, Attack Type=BackTime2026.05 | 31.647 | 79.109 | 74 | 20,745.8 | |
| No DefenseVictim Model=TimesNet, Attack Type=BackTime2026.05 | 31.846 | 41.139 | — | 7,134.3 | |
| PDBVictim Model=TimesNet, Attack Type=BackTime2026.05 | 32.326 | 51.237 | 59.1 | 8,541.8 | |
| PDBVictim Model=SimpleTM, Attack Type=BackTime2026.05 | 32.406 | 48.588 | 61.2 | 6,419.8 | |
| No DefenseVictim Model=SimpleTM, Attack Type=BackTime2026.05 | 32.814 | 37.735 | — | 6,169.1 | |
| TIMEGUARDVictim Model=AVERAGE, Attack Type=BackTime2026.05 | 33.328 | 67.65 | 69.8 | 22,259 | |
| TIMEGUARDVictim Model=SimpleTM, Attack Type=BackTime2026.05 | 39.874 | 54.641 | 56.6 | 22,641.2 |