Targeted Adversarial Attack on CIFAR-10 (test)
4Control Error (ξ)ECA
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ECADefense Mechanism=FLCert, Malicious Rate=20%, Target Accuracy (τ)=80%2026.01 | 4 | — | — | — | — | — | — | |
| ECADefense Mechanism=FLCert, Malicious Rate=20%, Target Accuracy (τ)=75%2026.01 | 5 | — | — | — | — | — | — | |
| ECADefense Mechanism=FoundationFL, Malicious Rate=20%, Target Accuracy (τ)=80%2026.01 | 6 | — | — | — | — | — | — | |
| ECADefense Mechanism=FLCert, Malicious Rate=10%, Target Accuracy (τ)=80%2026.01 | 11 | — | — | — | — | — | — | |
| ECADefense Mechanism=FoundationFL, Malicious Rate=20%, Target Accuracy (τ)=75%2026.01 | 11 | — | — | — | — | — | — | |
| ECADefense Mechanism=FLCert, Malicious Rate=10%, Target Accuracy (τ)=75%2026.01 | 15 | — | — | — | — | — | — | |
| ECADefense Mechanism=FLCert, Malicious Rate=20%, Target Accuracy (τ)=70%2026.01 | 15 | — | — | — | — | — | — | |
| ECADefense Mechanism=FoundationFL, Malicious Rate=10%, Target Accuracy (τ)=80%2026.01 | 23 | — | — | — | — | — | — | |
| ECADefense Mechanism=FoundationFL, Malicious Rate=10%, Target Accuracy (τ)=75%2026.01 | 31 | — | — | — | — | — | — | |
| ECADefense Mechanism=FoundationFL, Malicious Rate=20%, Target Accuracy (τ)=70%2026.01 | 35 | — | — | — | — | — | — | |
| ECADefense Mechanism=FLCert, Malicious Rate=10%, Target Accuracy (τ)=70%2026.01 | 43 | — | — | — | — | — | — | |
| ECADefense Mechanism=FoundationFL, Malicious Rate=10%, Target Accuracy (τ)=70%2026.01 | 55 | — | — | — | — | — | — | |
| AdvDropIteration=150, RunTime (s)=3892022.03 | — | 99.11 | 1.13 | 0.08 | 16.52 | 42 | — | |
| BIMIteration=10, RunTime (s)=332022.03 | — | 99.94 | 0.67 | 0.03 | 13.36 | 18 | — | |
| C&W l2Iteration=1000, RunTime (s)=9782022.03 | — | 100 | 0.45 | 0.07 | 10.34 | 13 | — | |
| 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 | — | 99.92 | 1.88 | 0.03 | 26.67 | 47 | — | |
| PGDIteration=10, RunTime (s)=382022.03 | — | 99.94 | 1.19 | 0.03 | 27.23 | 31 | — | |
| SSAIteration=150, RunTime (s)=1762022.03 | — | 99.9 | 0.55 | 0.04 | 6.13 | 15 | — | |
| SSAHIteration=150, RunTime (s)=1782022.03 | — | 99.92 | 0.48 | 0.04 | 5.14 | 7 | — |