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ResearchFormerly WizWand

Adversarial Attack on Time-Series Forecasting on Household Electric Power Consumption (test)

0.117Attack RMSEBaseline
0.105960.180480.2550.32952Apr 13, 2026
Updated 7mo ago

Evaluation results

MethodLinks
BaselineAttack Type=FGSM, epsilon=0.052026.040.1170.369
BaselineAttack Type=BIM, epsilon=0.052026.040.1290.434
BaselineAttack Type=FGSM, epsilon=0.102026.040.1740.338
BaselineAttack Type=BIM, epsilon=0.102026.040.2030.407
BaselineAttack Type=FGSM, epsilon=0.152026.040.2370.274
INTARGAttack Type=FGSM, epsilon=0.052026.040.2530.165
BaselineAttack Type=NI-FGSM, epsilon=0.052026.040.2620.581
INTARGAttack Type=BIM, epsilon=0.052026.040.280.248
BaselineAttack Type=BIM, epsilon=0.152026.040.2870.556
INTARGAttack Type=FGSM, epsilon=0.102026.040.2880.215
INTARGAttack Type=BIM, epsilon=0.102026.040.2890.217
INTARGAttack Type=NI-FGSM, epsilon=0.052026.040.2950.018
INTARGAttack Type=FGSM, epsilon=0.152026.040.2970.172
BaselineAttack Type=NI-FGSM, epsilon=0.102026.040.3060.591
INTARGAttack Type=BIM, epsilon=0.152026.040.310.209
BaselineAttack Type=NI-FGSM, epsilon=0.152026.040.3480.596
INTARGAttack Type=NI-FGSM, epsilon=0.102026.040.3530.036
INTARGAttack Type=NI-FGSM, epsilon=0.152026.040.3930.101