Image Classification on Fashion-MNIST Non-IID (test)
77AccuracyDP2Guard
Evaluation results
| Method | Links | |
|---|---|---|
| DP2GuardAttack Type=LF Attack, Adversary Ratio (%)=102025.07 | 77 | |
| DP2GuardAttack Type=Fang Attack, Adversary Ratio (%)=102025.07 | 76.9 | |
| DP2GuardAttack Type=Min-Max, Adversary Ratio (%)=102025.07 | 76.9 | |
| DnCAttack Type=LF Attack, Adversary Ratio (%)=102025.07 | 76.5 | |
| DP2GuardAttack Type=LF Attack, Adversary Ratio (%)=202025.07 | 76.5 | |
| DP2GuardAttack Type=Min-Max, Adversary Ratio (%)=202025.07 | 76.5 | |
| ShieldFLAttack Type=LF Attack, Adversary Ratio (%)=102025.07 | 76.3 | |
| ShieldFLAttack Type=Min-Sum Attack, Adversary Ratio (%)=102025.07 | 76.3 | |
| FLTrustAttack Type=LF Attack, Adversary Ratio (%)=102025.07 | 76.2 | |
| DP2GuardAttack Type=LF Attack, Adversary Ratio (%)=302025.07 | 76.2 | |
| ShieldFLAttack Type=Min-Max, Adversary Ratio (%)=102025.07 | 76 | |
| DnCAttack Type=LF Attack, Adversary Ratio (%)=202025.07 | 76 | |
| DP2GuardAttack Type=Fang Attack, Adversary Ratio (%)=202025.07 | 76 | |
| DP2GuardAttack Type=Min-Sum Attack, Adversary Ratio (%)=102025.07 | 76 | |
| DP2GuardAttack Type=Min-Max, Adversary Ratio (%)=302025.07 | 75.9 | |
| DP2GuardAttack Type=Min-Sum Attack, Adversary Ratio (%)=202025.07 | 75.9 | |
| FLTrustAttack Type=LF Attack, Adversary Ratio (%)=202025.07 | 75.8 | |
| ShieldFLAttack Type=LF Attack, Adversary Ratio (%)=202025.07 | 75.6 | |
| ShieldFLAttack Type=Min-Sum Attack, Adversary Ratio (%)=202025.07 | 75.6 | |
| DP2GuardAttack Type=LF Attack, Adversary Ratio (%)=402025.07 | 75.4 | |
| DP2GuardAttack Type=Fang Attack, Adversary Ratio (%)=302025.07 | 75.4 | |
| DP2GuardAttack Type=Min-Sum Attack, Adversary Ratio (%)=302025.07 | 75.4 | |
| ShieldFLAttack Type=Fang Attack, Adversary Ratio (%)=102025.07 | 75.3 | |
| FLTrustAttack Type=Fang Attack, Adversary Ratio (%)=102025.07 | 75.2 | |
| FLTrustAttack Type=Min-Max, Adversary Ratio (%)=102025.07 | 75.2 | |
| DnCAttack Type=LF Attack, Adversary Ratio (%)=302025.07 | 75.2 | |
| DnCAttack Type=Min-Max, Adversary Ratio (%)=102025.07 | 75.2 | |
| FLTrustAttack Type=LF Attack, Adversary Ratio (%)=302025.07 | 75 | |
| FLTrustAttack Type=Min-Sum Attack, Adversary Ratio (%)=102025.07 | 75 | |
| ShieldFLAttack Type=LF Attack, Adversary Ratio (%)=302025.07 | 75 | |
| ShieldFLAttack Type=Min-Max, Adversary Ratio (%)=202025.07 | 75 | |
| DP2GuardAttack Type=Min-Sum Attack, Adversary Ratio (%)=402025.07 | 74.8 | |
| FLTrustAttack Type=Min-Sum Attack, Adversary Ratio (%)=202025.07 | 74.7 | |
| MultiKrumAttack Type=LF Attack, Adversary Ratio (%)=102025.07 | 74.7 | |
| ShieldFLAttack Type=Fang Attack, Adversary Ratio (%)=202025.07 | 74.6 | |
| DP2GuardAttack Type=Min-Max, Adversary Ratio (%)=402025.07 | 74.6 | |
| FLTrustAttack Type=Fang Attack, Adversary Ratio (%)=202025.07 | 74.5 | |
| FLTrustAttack Type=Min-Max, Adversary Ratio (%)=202025.07 | 74.5 | |
| ShieldFLAttack Type=Min-Sum Attack, Adversary Ratio (%)=302025.07 | 74.4 | |
| DnCAttack Type=LF Attack, Adversary Ratio (%)=402025.07 | 74.4 | |
| ShieldFLAttack Type=LF Attack, Adversary Ratio (%)=402025.07 | 74.3 | |
| FLTrustAttack Type=LF Attack, Adversary Ratio (%)=402025.07 | 74.2 | |
| DnCAttack Type=Fang Attack, Adversary Ratio (%)=102025.07 | 74.2 | |
| DnCAttack Type=Min-Sum Attack, Adversary Ratio (%)=102025.07 | 74.2 | |
| DP2GuardAttack Type=Fang Attack, Adversary Ratio (%)=402025.07 | 74.2 | |
| MultiKrumAttack Type=LF Attack, Adversary Ratio (%)=202025.07 | 74 | |
| ShieldFLAttack Type=Min-Max, Adversary Ratio (%)=302025.07 | 74 | |
| DnCAttack Type=Min-Max, Adversary Ratio (%)=202025.07 | 74 | |
| MultiKrumAttack Type=Min-Max, Adversary Ratio (%)=102025.07 | 73.7 | |
| MultiKrumAttack Type=Min-Sum Attack, Adversary Ratio (%)=102025.07 | 73.7 | |
| FLTrustAttack Type=Min-Max, Adversary Ratio (%)=302025.07 | 73.5 | |
| FLTrustAttack Type=Min-Sum Attack, Adversary Ratio (%)=302025.07 | 73.5 | |
| ShieldFLAttack Type=Fang Attack, Adversary Ratio (%)=302025.07 | 73.4 | |
| FedAvgAttack Type=LF Attack, Adversary Ratio (%)=102025.07 | 73 | |
| FLTrustAttack Type=Fang Attack, Adversary Ratio (%)=302025.07 | 73 | |
| DnCAttack Type=Min-Sum Attack, Adversary Ratio (%)=202025.07 | 73 | |
| ShieldFLAttack Type=Min-Max, Adversary Ratio (%)=402025.07 | 72.4 | |
| ShieldFLAttack Type=Min-Sum Attack, Adversary Ratio (%)=402025.07 | 72.4 | |
| MultiKrumAttack Type=LF Attack, Adversary Ratio (%)=302025.07 | 72.2 | |
| DnCAttack Type=Fang Attack, Adversary Ratio (%)=202025.07 | 72.2 | |
| DnCAttack Type=Min-Max, Adversary Ratio (%)=302025.07 | 72.2 | |
| FedAvgAttack Type=LF Attack, Adversary Ratio (%)=202025.07 | 71.4 | |
| FedAvgAttack Type=Min-Max, Adversary Ratio (%)=102025.07 | 71 | |
| FedAvgAttack Type=Min-Sum Attack, Adversary Ratio (%)=102025.07 | 71 | |
| DnCAttack Type=Min-Sum Attack, Adversary Ratio (%)=302025.07 | 71 | |
| FLTrustAttack Type=Min-Sum Attack, Adversary Ratio (%)=402025.07 | 70.7 | |
| MultiKrumAttack Type=Fang Attack, Adversary Ratio (%)=102025.07 | 70.7 | |
| DnCAttack Type=Fang Attack, Adversary Ratio (%)=302025.07 | 70.7 | |
| MultiKrumAttack Type=Min-Max, Adversary Ratio (%)=202025.07 | 70.4 | |
| FLTrustAttack Type=Fang Attack, Adversary Ratio (%)=402025.07 | 69.7 | |
| FLTrustAttack Type=Min-Max, Adversary Ratio (%)=402025.07 | 69.7 | |
| MultiKrumAttack Type=Min-Sum Attack, Adversary Ratio (%)=202025.07 | 69.4 | |
| DnCAttack Type=Min-Sum Attack, Adversary Ratio (%)=402025.07 | 69.4 | |
| ShieldFLAttack Type=Fang Attack, Adversary Ratio (%)=402025.07 | 69.2 | |
| DnCAttack Type=Min-Max, Adversary Ratio (%)=402025.07 | 69.1 | |
| FedAvgAttack Type=LF Attack, Adversary Ratio (%)=302025.07 | 68 | |
| MultiKrumAttack Type=LF Attack, Adversary Ratio (%)=402025.07 | 68 | |
| DnCAttack Type=Fang Attack, Adversary Ratio (%)=402025.07 | 67.9 | |
| FedAvgAttack Type=Min-Max, Adversary Ratio (%)=202025.07 | 67.4 | |
| FedAvgAttack Type=Min-Sum Attack, Adversary Ratio (%)=202025.07 | 65.4 | |
| MultiKrumAttack Type=Min-Max, Adversary Ratio (%)=302025.07 | 65.2 | |
| FedAvgAttack Type=Fang Attack, Adversary Ratio (%)=102025.07 | 64 | |
| MultiKrumAttack Type=Fang Attack, Adversary Ratio (%)=202025.07 | 63.4 | |
| FedAvgAttack Type=LF Attack, Adversary Ratio (%)=402025.07 | 63.3 | |
| MultiKrumAttack Type=Min-Sum Attack, Adversary Ratio (%)=302025.07 | 63.2 | |
| FedAvgAttack Type=Min-Max, Adversary Ratio (%)=302025.07 | 60 | |
| FedAvgAttack Type=Min-Sum Attack, Adversary Ratio (%)=302025.07 | 58 | |
| MultiKrumAttack Type=Min-Max, Adversary Ratio (%)=402025.07 | 56.6 | |
| MultiKrumAttack Type=Min-Sum Attack, Adversary Ratio (%)=402025.07 | 56.6 | |
| FedAvgAttack Type=Fang Attack, Adversary Ratio (%)=202025.07 | 53.4 | |
| MultiKrumAttack Type=Fang Attack, Adversary Ratio (%)=302025.07 | 50.2 | |
| FedAvgAttack Type=Min-Max, Adversary Ratio (%)=402025.07 | 50.1 | |
| FedAvgAttack Type=Min-Sum Attack, Adversary Ratio (%)=402025.07 | 50.1 | |
| MultiKrumAttack Type=Fang Attack, Adversary Ratio (%)=402025.07 | 34.2 | |
| FedAvgAttack Type=Fang Attack, Adversary Ratio (%)=302025.07 | 32 | |
| FedAvgAttack Type=Fang Attack, Adversary Ratio (%)=402025.07 | 10 |