Federated Learning on Fashion-MNIST (val)
9Error RateFedAvg
Evaluation results
| Method | Links | |
|---|---|---|
| FedAvgAttack Type=No Attack, Malicious Client Proportion=0.32026.04 | 9 | |
| FoundationFL+MedianAttack Type=No Attack, Malicious Client Proportion=0.32026.04 | 9 | |
| FoundationFL+MedianAttack Type=Label Flipping, Malicious Client Proportion=0.32026.04 | 9 | |
| Gau+Trim-meanAttack Type=No Attack, Malicious Client Proportion=0.32026.04 | 9 | |
| MedianAttack Type=Gaussian, Malicious Client Proportion=0.32026.04 | 9 | |
| AdaBFLAttack Type=No Attack, Malicious Client Proportion=0.32026.04 | 9 | |
| AdaBFLAttack Type=Label Flipping, Malicious Client Proportion=0.32026.04 | 9 | |
| FedAvgAttack Type=Label Flipping, Malicious Client Proportion=0.32026.04 | 9.1 | |
| Trim-meanAttack Type=Label Flipping, Malicious Client Proportion=0.32026.04 | 9.1 | |
| FoundationFL+MedianAttack Type=Krum, Malicious Client Proportion=0.32026.04 | 9.1 | |
| Gau+MedianAttack Type=No Attack, Malicious Client Proportion=0.32026.04 | 9.1 | |
| Gau+MedianAttack Type=Label Flipping, Malicious Client Proportion=0.32026.04 | 9.1 | |
| FoundationFL+MeanAttack Type=No Attack, Malicious Client Proportion=0.32026.04 | 9.1 | |
| AdaBFLAttack Type=Trim, Malicious Client Proportion=0.32026.04 | 9.1 | |
| Gau+Trim-meanAttack Type=Label Flipping, Malicious Client Proportion=0.32026.04 | 9.2 | |
| MedianAttack Type=Label Flipping, Malicious Client Proportion=0.32026.04 | 9.2 | |
| AdaBFLAttack Type=Gaussian, Malicious Client Proportion=0.32026.04 | 9.2 | |
| AdaBFLAttack Type=Krum, Malicious Client Proportion=0.32026.04 | 9.2 | |
| AdaBFLAttack Type=Min-Max, Malicious Client Proportion=0.32026.04 | 9.2 | |
| AdaBFLAttack Type=Scaling, Malicious Client Proportion=0.32026.04 | 9.2 | |
| Trim-meanAttack Type=No Attack, Malicious Client Proportion=0.32026.04 | 9.3 | |
| MedianAttack Type=No Attack, Malicious Client Proportion=0.32026.04 | 9.3 | |
| FoundationFL+MeanAttack Type=Label Flipping, Malicious Client Proportion=0.32026.04 | 9.4 | |
| AdaBFLAttack Type=Sybil, Malicious Client Proportion=0.32026.04 | 9.4 | |
| Gau+MedianAttack Type=Gaussian, Malicious Client Proportion=0.32026.04 | 9.5 | |
| FoundationFL+MedianAttack Type=Gaussian, Malicious Client Proportion=0.32026.04 | 9.6 | |
| MedianAttack Type=Krum, Malicious Client Proportion=0.32026.04 | 9.6 | |
| MedianAttack Type=Min-Max, Malicious Client Proportion=0.32026.04 | 10.1 | |
| FoundationFL+MedianAttack Type=Scaling, Malicious Client Proportion=0.32026.04 | 10.2 | |
| FoundationFL+MedianAttack Type=Sybil, Malicious Client Proportion=0.32026.04 | 10.2 | |
| FoundationFL+MedianAttack Type=Trim, Malicious Client Proportion=0.32026.04 | 10.4 | |
| Gau+MedianAttack Type=Min-Max, Malicious Client Proportion=0.32026.04 | 11.1 | |
| FoundationFL+MeanAttack Type=Trim, Malicious Client Proportion=0.32026.04 | 11.4 | |
| MedianAttack Type=Sybil, Malicious Client Proportion=0.32026.04 | 11.6 | |
| MedianAttack Type=Trim, Malicious Client Proportion=0.32026.04 | 12 | |
| FoundationFL+MedianAttack Type=Min-Max, Malicious Client Proportion=0.32026.04 | 12.1 | |
| MedianAttack Type=Scaling, Malicious Client Proportion=0.32026.04 | 12.4 | |
| Gau+MedianAttack Type=Trim, Malicious Client Proportion=0.32026.04 | 12.8 | |
| FoundationFL+MeanAttack Type=Krum, Malicious Client Proportion=0.32026.04 | 13 | |
| GAS+MedianAttack Type=Scaling, Malicious Client Proportion=0.32026.04 | 14.9 | |
| GAS+MedianAttack Type=Trim, Malicious Client Proportion=0.32026.04 | 15 | |
| GAS+Trim-meanAttack Type=Trim, Malicious Client Proportion=0.32026.04 | 15.1 | |
| GAS+MedianAttack Type=Sybil, Malicious Client Proportion=0.32026.04 | 15.1 | |
| GAS+Trim-meanAttack Type=Label Flipping, Malicious Client Proportion=0.32026.04 | 15.4 | |
| GAS+MedianAttack Type=Label Flipping, Malicious Client Proportion=0.32026.04 | 15.5 | |
| GAS+Trim-meanAttack Type=No Attack, Malicious Client Proportion=0.32026.04 | 15.7 | |
| GAS+MedianAttack Type=Gaussian, Malicious Client Proportion=0.32026.04 | 15.7 | |
| GAS+MedianAttack Type=Krum, Malicious Client Proportion=0.32026.04 | 15.7 | |
| GAS+MedianAttack Type=No Attack, Malicious Client Proportion=0.32026.04 | 16.1 | |
| GAS+MedianAttack Type=Min-Max, Malicious Client Proportion=0.32026.04 | 16.2 | |
| Gau+MedianAttack Type=Krum, Malicious Client Proportion=0.32026.04 | 21.1 | |
| Trim-meanAttack Type=Min-Max, Malicious Client Proportion=0.32026.04 | 21.2 | |
| FoundationFL+MeanAttack Type=Gaussian, Malicious Client Proportion=0.32026.04 | 24.3 | |
| Trim-meanAttack Type=Gaussian, Malicious Client Proportion=0.32026.04 | 25.1 | |
| FoundationFL+MeanAttack Type=Min-Max, Malicious Client Proportion=0.32026.04 | 26.2 | |
| GAS+Trim-meanAttack Type=Gaussian, Malicious Client Proportion=0.32026.04 | 31 | |
| GAS+Trim-meanAttack Type=Min-Max, Malicious Client Proportion=0.32026.04 | 41.7 | |
| Gau+Trim-meanAttack Type=Gaussian, Malicious Client Proportion=0.32026.04 | 54.7 | |
| GAS+Trim-meanAttack Type=Krum, Malicious Client Proportion=0.32026.04 | 60.7 | |
| FedAvgAttack Type=Gaussian, Malicious Client Proportion=0.32026.04 | 70.3 | |
| GAS+Trim-meanAttack Type=Scaling, Malicious Client Proportion=0.32026.04 | 71.1 | |
| Gau+MedianAttack Type=Scaling, Malicious Client Proportion=0.32026.04 | 82.2 | |
| Trim-meanAttack Type=Trim, Malicious Client Proportion=0.32026.04 | 84.2 | |
| FedAvgAttack Type=Krum, Malicious Client Proportion=0.32026.04 | 85.6 | |
| Gau+Trim-meanAttack Type=Trim, Malicious Client Proportion=0.32026.04 | 85.7 | |
| Gau+Trim-meanAttack Type=Min-Max, Malicious Client Proportion=0.32026.04 | 87.2 | |
| FedAvgAttack Type=Trim, Malicious Client Proportion=0.32026.04 | 90 | |
| FedAvgAttack Type=Min-Max, Malicious Client Proportion=0.32026.04 | 90 | |
| FedAvgAttack Type=Scaling, Malicious Client Proportion=0.32026.04 | 90 | |
| FedAvgAttack Type=Sybil, Malicious Client Proportion=0.32026.04 | 90 | |
| Trim-meanAttack Type=Krum, Malicious Client Proportion=0.32026.04 | 90 | |
| Trim-meanAttack Type=Scaling, Malicious Client Proportion=0.32026.04 | 90 | |
| Trim-meanAttack Type=Sybil, Malicious Client Proportion=0.32026.04 | 90 | |
| GAS+Trim-meanAttack Type=Sybil, Malicious Client Proportion=0.32026.04 | 90 | |
| Gau+Trim-meanAttack Type=Krum, Malicious Client Proportion=0.32026.04 | 90 | |
| Gau+Trim-meanAttack Type=Scaling, Malicious Client Proportion=0.32026.04 | 90 | |
| Gau+Trim-meanAttack Type=Sybil, Malicious Client Proportion=0.32026.04 | 90 | |
| Gau+MedianAttack Type=Sybil, Malicious Client Proportion=0.32026.04 | 90 | |
| FoundationFL+MeanAttack Type=Scaling, Malicious Client Proportion=0.32026.04 | 90 | |
| FoundationFL+MeanAttack Type=Sybil, Malicious Client Proportion=0.32026.04 | 90 |