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ResearchFormerly WizWand

Time Series Forecasting on PEMS03 (MAEC, MAEP, FDER)

17.583MAECNo Defense
17.4899218.1182118.746519.37479May 21, 2026
Updated 5mo ago

Evaluation results

MethodLinks
No DefenseAggregation=Averaged across three forecasting models, Attack Scenario=FreqBack-TSF2026.0517.58314.683—
No DefenseAggregation=Averaged across three forecasting models, Attack Scenario=BackTime2026.0517.60714.201—
TIMEGUARDAggregation=Averaged across three forecasting models, Attack Scenario=FreqBack-TSF2026.0517.62857.75984.7
No DefenseAggregation=Averaged across three forecasting models, Attack Scenario=Random2026.0517.63417.772—
No DefenseDefense=None2026.0517.63417.772—
TIMEGUARDAggregation=Averaged across three forecasting models, Attack Scenario=Random2026.0517.928104.67786.8
TIMEGUARDDefense=TIMEGUARD2026.0517.928104.67786.8
TIMEGUARDAggregation=Averaged across three forecasting models, Attack Scenario=BackTime2026.0518.04839.30380.8
SpectralAggregation=Averaged across three forecasting models, Attack Scenario=Random2026.0518.38918.35650.2
IMSAggregation=Averaged across three forecasting models, Attack Scenario=BackTime2026.0518.41814.35150.9
TEDAggregation=Averaged across three forecasting models, Attack Scenario=Random2026.0518.43420.06352.8
IMSAggregation=Averaged across three forecasting models, Attack Scenario=FreqBack-TSF2026.0518.52114.5747.9
NADAggregation=Averaged across three forecasting models, Attack Scenario=FreqBack-TSF2026.0518.53920.29761.4
TED++Aggregation=Averaged across three forecasting models, Attack Scenario=BackTime2026.0518.56514.54151.3
NADAggregation=Averaged across three forecasting models, Attack Scenario=BackTime2026.0518.58418.15860
TEDAggregation=Averaged across three forecasting models, Attack Scenario=BackTime2026.0518.60613.95349.5
PDBAggregation=Averaged across three forecasting models, Attack Scenario=Random2026.0518.6354.6969.3
PDBDefense=PDB2026.0518.6354.6969.3
ABLAggregation=Averaged across three forecasting models, Attack Scenario=FreqBack-TSF2026.0518.64915.05550.1
SpectralAggregation=Averaged across three forecasting models, Attack Scenario=BackTime2026.0518.66615.24553.9
Fine-pruningAggregation=Averaged across three forecasting models, Attack Scenario=BackTime2026.0518.68619.73662.3
TED++Aggregation=Averaged across three forecasting models, Attack Scenario=FreqBack-TSF2026.0518.70613.44547.3
ABLAggregation=Averaged across three forecasting models, Attack Scenario=BackTime2026.0518.76114.48150.9
SpectralAggregation=Averaged across three forecasting models, Attack Scenario=FreqBack-TSF2026.0518.76514.02747.5
TEDAggregation=Averaged across three forecasting models, Attack Scenario=FreqBack-TSF2026.0518.78513.98447.3
ESTIAggregation=Averaged across three forecasting models, Attack Scenario=FreqBack-TSF2026.0518.79314.68447.5
NADAggregation=Averaged across three forecasting models, Attack Scenario=Random2026.0518.79526.80960
Fine-tuningAggregation=Averaged across three forecasting models, Attack Scenario=FreqBack-TSF2026.0518.83722.47964.1
Fine-tuningAggregation=Averaged across three forecasting models, Attack Scenario=BackTime2026.0518.93418.19659.4
PDBAggregation=Averaged across three forecasting models, Attack Scenario=BackTime2026.0518.96722.39763.9
Fine-tuningAggregation=Averaged across three forecasting models, Attack Scenario=Random2026.0519.00330.90962.5
Fine-pruningAggregation=Averaged across three forecasting models, Attack Scenario=Random2026.0519.0231.64363.3
Fine-pruningAggregation=Averaged across three forecasting models, Attack Scenario=FreqBack-TSF2026.0519.07323.54364.7
TED++Aggregation=Averaged across three forecasting models, Attack Scenario=Random2026.0519.19719.18449.9
ESTIAggregation=Averaged across three forecasting models, Attack Scenario=BackTime2026.0519.21915.89753.2
IMSAggregation=Averaged across three forecasting models, Attack Scenario=Random2026.0519.23917.73146.6
PDBAggregation=Averaged across three forecasting models, Attack Scenario=FreqBack-TSF2026.0519.51226.01465.2
ABLAggregation=Averaged across three forecasting models, Attack Scenario=Random2026.0519.63719.10449.3
ESTIAggregation=Averaged across three forecasting models, Attack Scenario=Random2026.0519.9117.18645.4