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ResearchFormerly WizWand

Targeted Adversarial Attack on CIFAR-10 (test)

4Control Error (ξ)ECA
1.9615.7329.543.27Jan 21, 2026
Updated 8mo ago

Evaluation results

MethodLinks
ECADefense Mechanism=FLCert, Malicious Rate=20%, Target Accuracy (τ)=80%2026.014——————
ECADefense Mechanism=FLCert, Malicious Rate=20%, Target Accuracy (τ)=75%2026.015——————
ECADefense Mechanism=FoundationFL, Malicious Rate=20%, Target Accuracy (τ)=80%2026.016——————
ECADefense Mechanism=FLCert, Malicious Rate=10%, Target Accuracy (τ)=80%2026.0111——————
ECADefense Mechanism=FoundationFL, Malicious Rate=20%, Target Accuracy (τ)=75%2026.0111——————
ECADefense Mechanism=FLCert, Malicious Rate=10%, Target Accuracy (τ)=75%2026.0115——————
ECADefense Mechanism=FLCert, Malicious Rate=20%, Target Accuracy (τ)=70%2026.0115——————
ECADefense Mechanism=FoundationFL, Malicious Rate=10%, Target Accuracy (τ)=80%2026.0123——————
ECADefense Mechanism=FoundationFL, Malicious Rate=10%, Target Accuracy (τ)=75%2026.0131——————
ECADefense Mechanism=FoundationFL, Malicious Rate=20%, Target Accuracy (τ)=70%2026.0135——————
ECADefense Mechanism=FLCert, Malicious Rate=10%, Target Accuracy (τ)=70%2026.0143——————
ECADefense Mechanism=FoundationFL, Malicious Rate=10%, Target Accuracy (τ)=70%2026.0155——————
AdvDropIteration=150, RunTime (s)=3892022.03—99.111.130.0816.5242—
BIMIteration=10, RunTime (s)=332022.03—99.940.670.0313.3618—
C&W l2Iteration=1000, RunTime (s)=9782022.03—1000.450.0710.3413—
ECADefense Mechanism=FLCert, Malicious Rate=10%2026.01——————36
ECADefense Mechanism=FLCert, Malicious Rate=20%2026.01——————11
ECADefense Mechanism=FoundationFL, Malicious Rate=10%2026.01——————40
ECADefense Mechanism=FoundationFL, Malicious Rate=20%2026.01——————20
MIMIteration=10, RunTime (s)=352022.03—99.921.880.0326.6747—
PGDIteration=10, RunTime (s)=382022.03—99.941.190.0327.2331—
SSAIteration=150, RunTime (s)=1762022.03—99.90.550.046.1315—
SSAHIteration=150, RunTime (s)=1782022.03—99.920.480.045.147—