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ResearchFormerly WizWand

Backdoor Defense in Time Series Forecasting on PEMS03 v1 (full)

17.628MAE (c)TIMEGUARD
17.5367218.1528618.76919.38514May 21, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TIMEGUARDAttack=FreqBack-TSF2026.0517.62857.75984.7
No DefenseAttack=Random2026.0517.63417.772—
No DefenseAttack=Manhattan2026.0517.72220.266—
TIMEGUARDAttack=Manhattan2026.0517.8597.3785.4
TIMEGUARDAttack=Random2026.0517.928104.67786.8
TIMEGUARDAttack=BackTime2026.0518.04839.30380.8
SpectralAttack=Random2026.0518.38918.35650.2
TEDAttack=Random2026.0518.43420.06352.8
PDBAttack=Random2026.0518.6354.6969.3
NADAttack=Random2026.0518.79526.80960
Fine-tuningAttack=Random2026.0519.00330.90962.5
Fine-pruningAttack=Random2026.0519.0231.64363.3
TED++Attack=Random2026.0519.19719.18449.9
IMSAttack=Random2026.0519.23917.73146.6
ABLAttack=Random2026.0519.63719.10449.3
ESTIAttack=Random2026.0519.9117.18645.4