Image Classification on MNIST non-IID (test)
98.92AccuracyEdgeFD
Evaluation results
| Method | Links | |
|---|---|---|
| EdgeFD2025.08 | 98.92 | |
| FEDADAVROptimiser=ADABELIEF, Server learning rate (ηs)=0.0052026.01 | 96.271 | |
| FEDADAVR-QUANTOptimiser=ADABELIEF, Server learning rate (ηs)=0.0052026.01 | 96.205 | |
| FEDADAVR-QUANTOptimiser=ADAM, Server learning rate (ηs)=0.0052026.01 | 96.128 | |
| FEDADAVROptimiser=ADAM, Server learning rate (ηs)=0.012026.01 | 95.763 | |
| FEDADAVR-QUANTOptimiser=ADAM, Server learning rate (ηs)=0.012026.01 | 95.74 | |
| FEDADAVR-QUANTOptimiser=ADABELIEF, Server learning rate (ηs)=0.012026.01 | 95.655 | |
| FEDADAVROptimiser=ADAM, Server learning rate (ηs)=0.0052026.01 | 95.524 | |
| DP2GuardAttack Type=LF Attack, Adversary Ratio (%)=102025.07 | 95.5 | |
| FEDADAVR-QUANTOptimiser=YOGI, Server learning rate (ηs)=0.0052026.01 | 95.496 | |
| FEDADAVROptimiser=YOGI, Server learning rate (ηs)=0.0052026.01 | 95.47 | |
| DnCAttack Type=LF Attack, Adversary Ratio (%)=102025.07 | 95.2 | |
| DP2GuardAttack Type=LF Attack, Adversary Ratio (%)=202025.07 | 95.2 | |
| DP2GuardAttack Type=Min-Max, Adversary Ratio (%)=102025.07 | 95.2 | |
| DP2GuardAttack Type=Min-Sum Attack, Adversary Ratio (%)=102025.07 | 95.2 | |
| ShieldFLAttack Type=LF Attack, Adversary Ratio (%)=102025.07 | 95 | |
| ShieldFLAttack Type=Min-Max, Adversary Ratio (%)=102025.07 | 95 | |
| DP2GuardAttack Type=Fang Attack, Adversary Ratio (%)=102025.07 | 95 | |
| FEDADAVROptimiser=YOGI, Server learning rate (ηs)=0.012026.01 | 94.929 | |
| DP2GuardAttack Type=LF Attack, Adversary Ratio (%)=302025.07 | 94.8 | |
| DP2GuardAttack Type=Min-Sum Attack, Adversary Ratio (%)=202025.07 | 94.8 | |
| Selective-FD2025.08 | 94.68 | |
| DnCAttack Type=LF Attack, Adversary Ratio (%)=202025.07 | 94.6 | |
| FLTrustAttack Type=LF Attack, Adversary Ratio (%)=102025.07 | 94.5 | |
| ShieldFLAttack Type=LF Attack, Adversary Ratio (%)=202025.07 | 94.5 | |
| ShieldFLAttack Type=Min-Sum Attack, Adversary Ratio (%)=102025.07 | 94.5 | |
| DP2GuardAttack Type=Min-Max, Adversary Ratio (%)=202025.07 | 94.5 | |
| FEDADAVROptimiser=ADABELIEF, Server learning rate (ηs)=0.012026.01 | 94.311 | |
| DP2GuardAttack Type=Min-Sum Attack, Adversary Ratio (%)=302025.07 | 94.2 | |
| FLTrustAttack Type=LF Attack, Adversary Ratio (%)=202025.07 | 94 | |
| FLTrustAttack Type=Fang Attack, Adversary Ratio (%)=102025.07 | 94 | |
| FLTrustAttack Type=Min-Max, Adversary Ratio (%)=102025.07 | 94 | |
| FLTrustAttack Type=Min-Sum Attack, Adversary Ratio (%)=102025.07 | 94 | |
| ShieldFLAttack Type=Fang Attack, Adversary Ratio (%)=102025.07 | 94 | |
| ShieldFLAttack Type=Min-Max, Adversary Ratio (%)=202025.07 | 94 | |
| ShieldFLAttack Type=Min-Sum Attack, Adversary Ratio (%)=202025.07 | 94 | |
| DnCAttack Type=Min-Max, Adversary Ratio (%)=102025.07 | 94 | |
| DP2GuardAttack Type=Min-Max, Adversary Ratio (%)=302025.07 | 94 | |
| ShieldFLAttack Type=LF Attack, Adversary Ratio (%)=302025.07 | 93.8 | |
| DnCAttack Type=LF Attack, Adversary Ratio (%)=302025.07 | 93.8 | |
| DP2GuardAttack Type=Fang Attack, Adversary Ratio (%)=202025.07 | 93.8 | |
| FLTrustAttack Type=LF Attack, Adversary Ratio (%)=302025.07 | 93.5 | |
| DnCAttack Type=Min-Sum Attack, Adversary Ratio (%)=102025.07 | 93.5 | |
| DP2GuardAttack Type=LF Attack, Adversary Ratio (%)=402025.07 | 93.5 | |
| DP2GuardAttack Type=Fang Attack, Adversary Ratio (%)=302025.07 | 93.5 | |
| FLTrustAttack Type=Min-Sum Attack, Adversary Ratio (%)=202025.07 | 93.4 | |
| DnCAttack Type=Min-Max, Adversary Ratio (%)=202025.07 | 93.4 | |
| DP2GuardAttack Type=Min-Sum Attack, Adversary Ratio (%)=402025.07 | 93.2 | |
| FEDADAVR-QUANTOptimiser=ADAGRAD, Server learning rate (ηs)=0.012026.01 | 93.183 | |
| FEDADAVROptimiser=ADAGRAD, Server learning rate (ηs)=0.012026.01 | 93.171 | |
| FLTrustAttack Type=Min-Max, Adversary Ratio (%)=202025.07 | 93 | |
| MultiKrumAttack Type=LF Attack, Adversary Ratio (%)=102025.07 | 93 | |
| MultiKrumAttack Type=Min-Max, Adversary Ratio (%)=102025.07 | 93 | |
| ShieldFLAttack Type=Fang Attack, Adversary Ratio (%)=202025.07 | 93 | |
| ShieldFLAttack Type=Min-Max, Adversary Ratio (%)=302025.07 | 93 | |
| ShieldFLAttack Type=Min-Sum Attack, Adversary Ratio (%)=302025.07 | 93 | |
| DnCAttack Type=Fang Attack, Adversary Ratio (%)=102025.07 | 93 | |
| DnCAttack Type=Min-Sum Attack, Adversary Ratio (%)=202025.07 | 92.8 | |
| DP2GuardAttack Type=Min-Max, Adversary Ratio (%)=402025.07 | 92.8 | |
| MultiKrumAttack Type=Min-Sum Attack, Adversary Ratio (%)=102025.07 | 92.7 | |
| FLTrustAttack Type=Fang Attack, Adversary Ratio (%)=202025.07 | 92.5 | |
| FLTrustAttack Type=Min-Sum Attack, Adversary Ratio (%)=302025.07 | 92.5 | |
| DnCAttack Type=Min-Max, Adversary Ratio (%)=302025.07 | 92.5 | |
| DP2GuardAttack Type=Fang Attack, Adversary Ratio (%)=402025.07 | 92.5 | |
| MultiKrumAttack Type=LF Attack, Adversary Ratio (%)=202025.07 | 92.4 | |
| FLTrustAttack Type=LF Attack, Adversary Ratio (%)=402025.07 | 92.2 | |
| MultiKrumAttack Type=Fang Attack, Adversary Ratio (%)=102025.07 | 92.1 | |
| FLTrustAttack Type=Min-Max, Adversary Ratio (%)=302025.07 | 92 | |
| DnCAttack Type=LF Attack, Adversary Ratio (%)=402025.07 | 92 | |
| FEDADAVR-QUANTOptimiser=ADAGRAD, Server learning rate (ηs)=0.0052026.01 | 91.749 | |
| DnCAttack Type=Min-Sum Attack, Adversary Ratio (%)=302025.07 | 91.7 | |
| ShieldFLAttack Type=LF Attack, Adversary Ratio (%)=402025.07 | 91.5 | |
| ShieldFLAttack Type=Fang Attack, Adversary Ratio (%)=302025.07 | 91.5 | |
| ShieldFLAttack Type=Min-Sum Attack, Adversary Ratio (%)=402025.07 | 91.5 | |
| ShieldFLAttack Type=Min-Max, Adversary Ratio (%)=402025.07 | 91.4 | |
| FEDADAVR-QUANTOptimiser=ADABELIEF, Server learning rate (ηs)=0.0012026.01 | 91.219 | |
| FedAvgAttack Type=LF Attack, Adversary Ratio (%)=102025.07 | 91.2 | |
| FLTrustAttack Type=Fang Attack, Adversary Ratio (%)=302025.07 | 91 | |
| MultiKrumAttack Type=LF Attack, Adversary Ratio (%)=302025.07 | 91 | |
| DnCAttack Type=Fang Attack, Adversary Ratio (%)=202025.07 | 91 | |
| FEDADAVROptimiser=ADABELIEF, Server learning rate (ηs)=0.0012026.01 | 90.913 | |
| FLTrustAttack Type=Min-Sum Attack, Adversary Ratio (%)=402025.07 | 90.7 | |
| FEDADAVROptimiser=ADAGRAD, Server learning rate (ηs)=0.0052026.01 | 90.68 | |
| FLTrustAttack Type=Min-Max, Adversary Ratio (%)=402025.07 | 90.1 | |
| DnCAttack Type=Min-Max, Adversary Ratio (%)=402025.07 | 90.1 | |
| FedAvgAttack Type=Min-Max, Adversary Ratio (%)=102025.07 | 90 | |
| MultiKrumAttack Type=Min-Max, Adversary Ratio (%)=202025.07 | 90 | |
| FEDADAVR-QUANTOptimiser=YOGI, Server learning rate (ηs)=0.0012026.01 | 89.871 | |
| DnCAttack Type=Min-Sum Attack, Adversary Ratio (%)=402025.07 | 89.7 | |
| DnCAttack Type=Fang Attack, Adversary Ratio (%)=302025.07 | 89.5 | |
| FLTrustAttack Type=Fang Attack, Adversary Ratio (%)=402025.07 | 89.4 | |
| FedVARPServer learning rate (ηs)=1.02026.01 | 89.336 | |
| FEDADAVROptimiser=YOGI, Server learning rate (ηs)=0.0012026.01 | 89.105 | |
| FedAvgAttack Type=Min-Sum Attack, Adversary Ratio (%)=102025.07 | 89 | |
| FEDADAVROptimiser=ADAM, Server learning rate (ηs)=0.0012026.01 | 88.965 | |
| FedMD2025.08 | 88.71 | |
| FEDADAVR-QUANTOptimiser=ADAM, Server learning rate (ηs)=0.0012026.01 | 88.65 | |
| FedAvgAttack Type=LF Attack, Adversary Ratio (%)=202025.07 | 88.4 | |
| MultiKrumAttack Type=Min-Sum Attack, Adversary Ratio (%)=202025.07 | 88 | |
| ShieldFLAttack Type=Fang Attack, Adversary Ratio (%)=402025.07 | 88 |