Image Classification on CIFAR-10 (test) (Accuracy and Attack Success Rate)
55.59AccuracyFoggyTrust (SCAFFOLD)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FoggyTrust (SCAFFOLD)Attack Type=Scaling Attack, Base Aggregator=SCAFFOLD2026.06 | 55.59 | 0.1 | |
| FoggyTrust (SCAFFOLD)Attack Type=No Attack, Base Aggregator=SCAFFOLD2026.06 | 55.01 | — | |
| FoggyTrust (FedAvg)Attack Type=No Attack, Base Aggregator=FedAvg2026.06 | 53.96 | — | |
| FoggyTrust (FedAdam)Attack Type=No Attack, Base Aggregator=FedAdam2026.06 | 53.84 | — | |
| FLTrustAttack Type=No Attack2026.06 | 53.34 | — | |
| FLTrustAttack Type=LF Attack2026.06 | 52.81 | — | |
| FoggyTrust (SCAFFOLD)Attack Type=Trim Attack, Base Aggregator=SCAFFOLD2026.06 | 52.3 | — | |
| FoggyTrust (FedAvg)Attack Type=Scaling Attack, Base Aggregator=FedAvg2026.06 | 52.11 | 3.71 | |
| FoggyTrust (FedAvg)Attack Type=Trim Attack, Base Aggregator=FedAvg2026.06 | 51.65 | — | |
| FoggyTrust (FedAdam)Attack Type=LF Attack, Base Aggregator=FedAdam2026.06 | 51.65 | — | |
| FoggyTrust (FedAdam)Attack Type=Scaling Attack, Base Aggregator=FedAdam2026.06 | 51.65 | 0.6 | |
| FoggyTrust (SCAFFOLD)Attack Type=LF Attack, Base Aggregator=SCAFFOLD2026.06 | 51.43 | — | |
| FLTrustAttack Type=Scaling Attack2026.06 | 50.36 | 0.6 | |
| FoggyTrust (FedAvg)Attack Type=LF Attack, Base Aggregator=FedAvg2026.06 | 50.01 | — | |
| FoggyTrust (FedAdam)Attack Type=Krum Attack, Base Aggregator=FedAdam2026.06 | 49.57 | — | |
| FoggyTrust (SCAFFOLD)Attack Type=Krum Attack, Base Aggregator=SCAFFOLD2026.06 | 49.18 | — | |
| FoggyTrust (FedAvg)Attack Type=Krum Attack, Base Aggregator=FedAvg2026.06 | 48.37 | — | |
| FoggyTrust (FedAdam)Attack Type=Trim Attack, Base Aggregator=FedAdam2026.06 | 46.71 | — | |
| FLTrustAttack Type=Trim Attack2026.06 | 32.57 | — | |
| FLTrustAttack Type=Krum Attack2026.06 | 32.13 | — |