Federated Learning Classification on MNIST FedAvg 0.962 (test)
96.2AccuracyTrmean
Evaluation results
| Method | Links | |
|---|---|---|
| TrmeanAttacker's Knowledge=None, Attacks=No Attack2023.10 | 96.2 | |
| MkrumAttacker's Knowledge=None, Attacks=No Attack2023.10 | 96.1 | |
| DnCAttacker's Knowledge=None, Attacks=No Attack2023.10 | 96 | |
| DnCAttacker's Knowledge=Black-box, Attacks=LIE2023.10 | 96 | |
| RECESSAttacker's Knowledge=None, Attacks=No Attack2023.10 | 95.9 | |
| RECESSAttacker's Knowledge=Black-box, Attacks=LIE2023.10 | 95.9 | |
| FLTrustAttacker's Knowledge=None, Attacks=No Attack2023.10 | 95.8 | |
| FLTrustAttacker's Knowledge=White-box, Attacks=LIE2023.10 | 95.7 | |
| RECESSAttacker's Knowledge=White-box, Attacks=AGR-agnostic Min-Max2023.10 | 95.7 | |
| RECESSAttacker's Knowledge=Black-box, Attacks=Optimization attack2023.10 | 95.7 | |
| DnCAttacker's Knowledge=Black-box, Attacks=AGR-agnostic Min-Sum2023.10 | 95.7 | |
| DnCAttacker's Knowledge=Black-box, Attacks=Optimization attack2023.10 | 95.6 | |
| RECESSAttacker's Knowledge=White-box, Attacks=AGR-agnostic Min-Sum2023.10 | 95.5 | |
| RECESSAttacker's Knowledge=Black-box, Attacks=AGR-tailored2023.10 | 95.5 | |
| BulyanAttacker's Knowledge=None, Attacks=No Attack2023.10 | 95.4 | |
| RECESSAttacker's Knowledge=Black-box, Attacks=AGR-agnostic Min-Sum2023.10 | 95.4 | |
| RECESSAttacker's Knowledge=White-box, Attacks=LIE2023.10 | 95.2 | |
| FLTrustAttacker's Knowledge=Black-box, Attacks=LIE2023.10 | 95.2 | |
| FLTrustAttacker's Knowledge=Black-box, Attacks=AGR-agnostic Min-Max2023.10 | 95.2 | |
| DnCAttacker's Knowledge=White-box, Attacks=LIE2023.10 | 95.1 | |
| RECESSAttacker's Knowledge=White-box, Attacks=Optimization attack2023.10 | 95.1 | |
| DnCAttacker's Knowledge=Black-box, Attacks=AGR-agnostic Min-Max2023.10 | 95.1 | |
| FLTrustAttacker's Knowledge=Black-box, Attacks=AGR-agnostic Min-Sum2023.10 | 95.1 | |
| DnCAttacker's Knowledge=White-box, Attacks=AGR-agnostic Min-Max2023.10 | 95 | |
| RECESSAttacker's Knowledge=White-box, Attacks=AGR-tailored2023.10 | 94.8 | |
| RECESSAttacker's Knowledge=Black-box, Attacks=AGR-agnostic Min-Max2023.10 | 94.8 | |
| DnCAttacker's Knowledge=White-box, Attacks=Optimization attack2023.10 | 94.6 | |
| TrmeanAttacker's Knowledge=Black-box, Attacks=Optimization attack2023.10 | 94.5 | |
| TrmeanAttacker's Knowledge=White-box, Attacks=Optimization attack2023.10 | 94.4 | |
| DnCAttacker's Knowledge=Black-box, Attacks=AGR-tailored2023.10 | 94.4 | |
| FLTrustAttacker's Knowledge=Black-box, Attacks=AGR-tailored2023.10 | 94.2 | |
| DnCAttacker's Knowledge=White-box, Attacks=AGR-agnostic Min-Sum2023.10 | 94.1 | |
| DnCAttacker's Knowledge=White-box, Attacks=AGR-tailored2023.10 | 93.7 | |
| MedianAttacker's Knowledge=None, Attacks=No Attack2023.10 | 93.2 | |
| FLTrustAttacker's Knowledge=White-box, Attacks=AGR-agnostic Min-Sum2023.10 | 92.9 | |
| MkrumAttacker's Knowledge=Black-box, Attacks=LIE2023.10 | 92.9 | |
| FLTrustAttacker's Knowledge=Black-box, Attacks=Optimization attack2023.10 | 92.6 | |
| FLTrustAttacker's Knowledge=White-box, Attacks=AGR-agnostic Min-Max2023.10 | 92.3 | |
| MedianAttacker's Knowledge=Black-box, Attacks=Optimization attack2023.10 | 91.7 | |
| MedianAttacker's Knowledge=White-box, Attacks=Optimization attack2023.10 | 91.5 | |
| MedianAttacker's Knowledge=Black-box, Attacks=LIE2023.10 | 91.4 | |
| MedianAttacker's Knowledge=White-box, Attacks=LIE2023.10 | 91.3 | |
| MedianAttacker's Knowledge=Black-box, Attacks=AGR-agnostic Min-Sum2023.10 | 91.2 | |
| TrmeanAttacker's Knowledge=Black-box, Attacks=LIE2023.10 | 91.1 | |
| MedianAttacker's Knowledge=White-box, Attacks=AGR-agnostic Min-Sum2023.10 | 91 | |
| FLTrustAttacker's Knowledge=White-box, Attacks=Optimization attack2023.10 | 90.2 | |
| BulyanAttacker's Knowledge=Black-box, Attacks=AGR-agnostic Min-Max2023.10 | 90.1 | |
| MedianAttacker's Knowledge=Black-box, Attacks=AGR-agnostic Min-Max2023.10 | 90.1 | |
| MkrumAttacker's Knowledge=White-box, Attacks=LIE2023.10 | 90 | |
| TrmeanAttacker's Knowledge=White-box, Attacks=LIE2023.10 | 89.8 | |
| BulyanAttacker's Knowledge=White-box, Attacks=AGR-agnostic Min-Max2023.10 | 89.6 | |
| MedianAttacker's Knowledge=White-box, Attacks=AGR-agnostic Min-Max2023.10 | 89.6 | |
| FLTrustAttacker's Knowledge=White-box, Attacks=AGR-tailored2023.10 | 89.3 | |
| MedianAttacker's Knowledge=Black-box, Attacks=AGR-tailored2023.10 | 89.1 | |
| KrumAttacker's Knowledge=None, Attacks=No Attack2023.10 | 88.9 | |
| MedianAttacker's Knowledge=White-box, Attacks=AGR-tailored2023.10 | 88.8 | |
| BulyanAttacker's Knowledge=Black-box, Attacks=LIE2023.10 | 88.7 | |
| KrumAttacker's Knowledge=Black-box, Attacks=AGR-agnostic Min-Max2023.10 | 88.6 | |
| BulyanAttacker's Knowledge=Black-box, Attacks=Optimization attack2023.10 | 88.3 | |
| BulyanAttacker's Knowledge=Black-box, Attacks=AGR-agnostic Min-Sum2023.10 | 87.7 | |
| TrmeanAttacker's Knowledge=Black-box, Attacks=AGR-agnostic Min-Sum2023.10 | 87.7 | |
| BulyanAttacker's Knowledge=White-box, Attacks=Optimization attack2023.10 | 87.5 | |
| KrumAttacker's Knowledge=White-box, Attacks=AGR-agnostic Min-Max2023.10 | 87.5 | |
| BulyanAttacker's Knowledge=White-box, Attacks=AGR-agnostic Min-Sum2023.10 | 87.2 | |
| BulyanAttacker's Knowledge=Black-box, Attacks=AGR-tailored2023.10 | 87.2 | |
| BulyanAttacker's Knowledge=White-box, Attacks=AGR-tailored2023.10 | 86.9 | |
| TrmeanAttacker's Knowledge=White-box, Attacks=AGR-agnostic Min-Sum2023.10 | 86.9 | |
| TrmeanAttacker's Knowledge=Black-box, Attacks=AGR-agnostic Min-Max2023.10 | 86.7 | |
| BulyanAttacker's Knowledge=White-box, Attacks=LIE2023.10 | 86.2 | |
| TrmeanAttacker's Knowledge=Black-box, Attacks=AGR-tailored2023.10 | 85.6 | |
| MkrumAttacker's Knowledge=Black-box, Attacks=Optimization attack2023.10 | 85.5 | |
| TrmeanAttacker's Knowledge=White-box, Attacks=AGR-tailored2023.10 | 85.2 | |
| MkrumAttacker's Knowledge=White-box, Attacks=Optimization attack2023.10 | 84.6 | |
| TrmeanAttacker's Knowledge=White-box, Attacks=AGR-agnostic Min-Max2023.10 | 84.6 | |
| MkrumAttacker's Knowledge=Black-box, Attacks=AGR-agnostic Min-Sum2023.10 | 83.5 | |
| MkrumAttacker's Knowledge=White-box, Attacks=AGR-agnostic Min-Sum2023.10 | 82.9 | |
| MkrumAttacker's Knowledge=Black-box, Attacks=AGR-agnostic Min-Max2023.10 | 80.7 | |
| MkrumAttacker's Knowledge=Black-box, Attacks=AGR-tailored2023.10 | 80.5 | |
| MkrumAttacker's Knowledge=White-box, Attacks=AGR-agnostic Min-Max2023.10 | 79.8 | |
| KrumAttacker's Knowledge=Black-box, Attacks=LIE2023.10 | 79.4 | |
| MkrumAttacker's Knowledge=White-box, Attacks=AGR-tailored2023.10 | 77.5 | |
| KrumAttacker's Knowledge=White-box, Attacks=LIE2023.10 | 76.2 | |
| KrumAttacker's Knowledge=Black-box, Attacks=Optimization attack2023.10 | 71.2 | |
| KrumAttacker's Knowledge=White-box, Attacks=Optimization attack2023.10 | 68.1 | |
| KrumAttacker's Knowledge=Black-box, Attacks=AGR-tailored2023.10 | 64.5 | |
| KrumAttacker's Knowledge=Black-box, Attacks=AGR-agnostic Min-Sum2023.10 | 63.3 | |
| KrumAttacker's Knowledge=White-box, Attacks=AGR-agnostic Min-Sum2023.10 | 60.1 | |
| KrumAttacker's Knowledge=White-box, Attacks=AGR-tailored2023.10 | 54.7 |