ResearchBenchmarksBackdoor Defense in Time Series Forecasting on Weather v1 (full)Follow10.587MAECTIMEGUARD10.5182810.9821411.44611.90986May 21, 2026Evaluation ResultsMethodMethodLinksMAECMAEPFDERTIMEGUARDAttack=RandomAttack=Random2026.0510.587177.58394.2TIMEGUARDAttack=BackTimeAttack=BackTime2026.0510.71666.53487.4TIMEGUARDAttack=FreqBack-TSFAttack=FreqBack-TSF2026.0510.804188.78191.9TIMEGUARDAttack=ManhattanAttack=Manhattan2026.0510.986101.47680No DefenseAttack=RandomAttack=Random2026.0511.2114.991—PDBAttack=RandomAttack=Random2026.0512.30591.23784.1