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ResearchFormerly WizWand

Backdoor Re-activation Attack on CIFAR-10 (test)

99.99PerformanceTrojan [32]
-2.647623.998750.64577.2913May 25, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Trojan [32]Defense=None, Protocol=Baseline2024.0599.99
White-box Re-activation Attack (WBA)Defense=NC [45], Target Backdoor=Blended [10]2024.0599.93
White-box Re-activation Attack (WBA)Defense=NAD [26], Target Backdoor=Blended [10]2024.0599.82
Blended [10]Defense=None, Protocol=Baseline2024.0599.76
White-box Re-activation Attack (WBA)Defense=i-BAU [57], Target Backdoor=Blended [10]2024.0599.56
White-box Re-activation Attack (WBA)Defense=NAD [26], Target Backdoor=LF [58]2024.0599.41
Input-Aware [36]Defense=None, Protocol=Baseline2024.0599.3
Universal Square Attack (BBA)Defense=NC [45], Target Backdoor=Blended [10]2024.0599.13
LF [58]Defense=None, Protocol=Baseline2024.0599.06
WaNet [37]Defense=None, Protocol=Baseline2024.0598.9
Universal Square Attack (BBA)Defense=FST [35], Target Backdoor=BadNets [15]2024.0597.93
White-box Re-activation Attack (WBA)Defense=FST [35], Target Backdoor=WaNet [37]2024.0597.56
Universal Square Attack (BBA)Defense=i-BAU [57], Target Backdoor=BadNets [15]2024.0597.42
SSBA [27]Defense=None, Protocol=Baseline2024.0597.07
White-box Re-activation Attack (WBA)Defense=NC [45], Target Backdoor=BadNets [15]2024.0596.78
White-box Re-activation Attack (WBA)Defense=FT-SAM [62], Target Backdoor=Trojan [32]2024.0596.18
White-box Re-activation Attack (WBA)Defense=NAD [26], Target Backdoor=BadNets [15]2024.0594.78
Universal Square Attack (BBA)Defense=FT-SAM [62], Target Backdoor=BadNets [15]2024.0594.71
BadNets [15]Defense=None, Protocol=Baseline, Backbone=PreAct-ResNet18, l-infinity bound (rho)=0.052024.0593.79
Universal Square Attack (BBA)Defense=SAU [49], Target Backdoor=BadNets [15]2024.0593.1
White-box Re-activation Attack (WBA)Defense=NC [45], Target Backdoor=Input-Aware [36]2024.0592.04
White-box Re-activation Attack (WBA)Defense=i-BAU [57], Target Backdoor=SSBA [27]2024.0591.29
Universal Square Attack (BBA)Defense=i-BAU [57], Target Backdoor=Blended [10]2024.0587.29
Universal Square Attack (BBA)Defense=FST [35], Target Backdoor=WaNet [37]2024.0582.22
Universal Square Attack (BBA)Defense=i-BAU [57], Target Backdoor=SSBA [27]2024.0570.71
Universal Square Attack (BBA)Defense=FT-SAM [62], Target Backdoor=Trojan [32]2024.0569.88
Universal Square Attack (BBA)Defense=NC [45], Target Backdoor=Input-Aware [36]2024.0554.33
Universal Square Attack (BBA)Defense=NAD [26], Target Backdoor=BadNets [15]2024.0549.66
Universal Square Attack (BBA)Defense=NC [45], Target Backdoor=BadNets [15]2024.0527.91
White-box Re-activation Attack (WBA)Defense=i-BAU [57], Target Backdoor=BadNets [15]2024.0526.83
Universal Square Attack (BBA)Defense=NAD [26], Target Backdoor=LF [58]2024.0517.01
Universal Square Attack (BBA)Defense=NAD [26], Target Backdoor=Blended [10]2024.0514.14
BadNets [15]Defense=NC [45], Protocol=Post-Defense Baseline2024.052.01
White-box Re-activation Attack (WBA)Defense=FT-SAM [62], Target Backdoor=BadNets [15]2024.051.63
White-box Re-activation Attack (WBA)Defense=FST [35], Target Backdoor=BadNets [15]2024.051.46
White-box Re-activation Attack (WBA)Defense=SAU [49], Target Backdoor=BadNets [15]2024.051.3