Byzantine-Robust Federated Learning on HAR
4.4Test Error RateFoundationFL+Median
Evaluation results
| Method | Links | |
|---|---|---|
| FoundationFL+MedianAttack Type=Krum, Malicious Client Proportion=0.32026.04 | 4.4 | |
| MedianAttack Type=LF, Malicious Client Proportion=0.32026.04 | 4.4 | |
| FoundationFL+MedianAttack Type=No, Malicious Client Proportion=0.32026.04 | 4.5 | |
| Gau+Trim-meanAttack Type=No, Malicious Client Proportion=0.32026.04 | 4.5 | |
| MedianAttack Type=No, Malicious Client Proportion=0.32026.04 | 4.5 | |
| Gau+MedianAttack Type=No, Malicious Client Proportion=0.32026.04 | 4.5 | |
| AdaBFLAttack Type=No, Malicious Client Proportion=0.32026.04 | 4.5 | |
| FedAvgAttack Type=No, Malicious Client Proportion=0.32026.04 | 4.7 | |
| Trim-meanAttack Type=No, Malicious Client Proportion=0.32026.04 | 4.7 | |
| FoundationFL+MedianAttack Type=LF, Malicious Client Proportion=0.32026.04 | 4.7 | |
| FoundationFL+MeanAttack Type=No, Malicious Client Proportion=0.32026.04 | 4.7 | |
| AdaBFLAttack Type=Krum, Malicious Client Proportion=0.32026.04 | 4.7 | |
| FoundationFL+MeanAttack Type=Trim, Malicious Client Proportion=0.32026.04 | 4.8 | |
| Gau+Trim-meanAttack Type=LF, Malicious Client Proportion=0.32026.04 | 5 | |
| MedianAttack Type=Trim, Malicious Client Proportion=0.32026.04 | 5 | |
| MedianAttack Type=Krum, Malicious Client Proportion=0.32026.04 | 5 | |
| MedianAttack Type=Scaling, Malicious Client Proportion=0.32026.04 | 5 | |
| FoundationFL+MeanAttack Type=LF, Malicious Client Proportion=0.32026.04 | 5.1 | |
| FoundationFL+MedianAttack Type=Trim, Malicious Client Proportion=0.32026.04 | 5.2 | |
| AdaBFLAttack Type=Min-Max, Malicious Client Proportion=0.32026.04 | 5.2 | |
| Trim-meanAttack Type=LF, Malicious Client Proportion=0.32026.04 | 5.3 | |
| FoundationFL+MedianAttack Type=Sybil, Malicious Client Proportion=0.32026.04 | 5.3 | |
| Gau+MedianAttack Type=LF, Malicious Client Proportion=0.32026.04 | 5.3 | |
| AdaBFLAttack Type=Gaussian, Malicious Client Proportion=0.32026.04 | 5.3 | |
| AdaBFLAttack Type=Trim, Malicious Client Proportion=0.32026.04 | 5.3 | |
| MedianAttack Type=Gaussian, Malicious Client Proportion=0.32026.04 | 5.5 | |
| AdaBFLAttack Type=LF, Malicious Client Proportion=0.32026.04 | 5.5 | |
| AdaBFLAttack Type=Scaling, Malicious Client Proportion=0.32026.04 | 5.5 | |
| AdaBFLAttack Type=Sybil, Malicious Client Proportion=0.32026.04 | 5.5 | |
| Gau+MedianAttack Type=Trim, Malicious Client Proportion=0.32026.04 | 5.7 | |
| FoundationFL+MedianAttack Type=Gaussian, Malicious Client Proportion=0.32026.04 | 5.9 | |
| FoundationFL+MedianAttack Type=Scaling, Malicious Client Proportion=0.32026.04 | 6.1 | |
| MedianAttack Type=Sybil, Malicious Client Proportion=0.32026.04 | 6.2 | |
| MedianAttack Type=Min-Max, Malicious Client Proportion=0.32026.04 | 6.3 | |
| FoundationFL+MeanAttack Type=Krum, Malicious Client Proportion=0.32026.04 | 6.3 | |
| Gau+MedianAttack Type=Gaussian, Malicious Client Proportion=0.32026.04 | 6.4 | |
| GAS+Trim-meanAttack Type=Krum, Malicious Client Proportion=0.32026.04 | 6.7 | |
| GAS+Trim-meanAttack Type=Trim, Malicious Client Proportion=0.32026.04 | 7.3 | |
| FoundationFL+MedianAttack Type=Min-Max, Malicious Client Proportion=0.32026.04 | 8.7 | |
| FedAvgAttack Type=Trim, Malicious Client Proportion=0.32026.04 | 9 | |
| Gau+MedianAttack Type=Min-Max, Malicious Client Proportion=0.32026.04 | 9.1 | |
| FoundationFL+MeanAttack Type=Scaling, Malicious Client Proportion=0.32026.04 | 10.7 | |
| Gau+Trim-meanAttack Type=Trim, Malicious Client Proportion=0.32026.04 | 12.9 | |
| FoundationFL+MeanAttack Type=Min-Max, Malicious Client Proportion=0.32026.04 | 23.6 | |
| FedAvgAttack Type=LF, Malicious Client Proportion=0.32026.04 | 24.6 | |
| GAS+MedianAttack Type=Sybil, Malicious Client Proportion=0.32026.04 | 26.2 | |
| GAS+MedianAttack Type=Trim, Malicious Client Proportion=0.32026.04 | 28.5 | |
| GAS+MedianAttack Type=Krum, Malicious Client Proportion=0.32026.04 | 29.3 | |
| GAS+MedianAttack Type=Gaussian, Malicious Client Proportion=0.32026.04 | 31.3 | |
| GAS+MedianAttack Type=Scaling, Malicious Client Proportion=0.32026.04 | 31.5 | |
| Gau+MedianAttack Type=Krum, Malicious Client Proportion=0.32026.04 | 31.7 | |
| GAS+MedianAttack Type=LF, Malicious Client Proportion=0.32026.04 | 32.3 | |
| GAS+Trim-meanAttack Type=Min-Max, Malicious Client Proportion=0.32026.04 | 33.5 | |
| GAS+MedianAttack Type=No, Malicious Client Proportion=0.32026.04 | 34.3 | |
| FedAvgAttack Type=Min-Max, Malicious Client Proportion=0.32026.04 | 37.3 | |
| GAS+Trim-meanAttack Type=No, Malicious Client Proportion=0.32026.04 | 37.3 | |
| Gau+Trim-meanAttack Type=Min-Max, Malicious Client Proportion=0.32026.04 | 43.1 | |
| GAS+Trim-meanAttack Type=LF, Malicious Client Proportion=0.32026.04 | 44.3 | |
| GAS+MedianAttack Type=Min-Max, Malicious Client Proportion=0.32026.04 | 46.1 | |
| Gau+Trim-meanAttack Type=Krum, Malicious Client Proportion=0.32026.04 | 54.5 | |
| FedAvgAttack Type=Krum, Malicious Client Proportion=0.32026.04 | 63.2 | |
| GAS+Trim-meanAttack Type=Gaussian, Malicious Client Proportion=0.32026.04 | 70.3 | |
| Gau+Trim-meanAttack Type=Gaussian, Malicious Client Proportion=0.32026.04 | 70.8 | |
| FoundationFL+MeanAttack Type=Gaussian, Malicious Client Proportion=0.32026.04 | 77.2 | |
| Gau+MedianAttack Type=Scaling, Malicious Client Proportion=0.32026.04 | 81.7 | |
| FedAvgAttack Type=Scaling, Malicious Client Proportion=0.32026.04 | 83.1 | |
| FedAvgAttack Type=Sybil, Malicious Client Proportion=0.32026.04 | 83.1 | |
| GAS+Trim-meanAttack Type=Scaling, Malicious Client Proportion=0.32026.04 | 83.1 | |
| GAS+Trim-meanAttack Type=Sybil, Malicious Client Proportion=0.32026.04 | 83.1 | |
| Gau+Trim-meanAttack Type=Scaling, Malicious Client Proportion=0.32026.04 | 83.1 | |
| Gau+Trim-meanAttack Type=Sybil, Malicious Client Proportion=0.32026.04 | 83.1 | |
| Gau+MedianAttack Type=Sybil, Malicious Client Proportion=0.32026.04 | 83.1 | |
| FoundationFL+MeanAttack Type=Sybil, Malicious Client Proportion=0.32026.04 | 83.1 | |
| FedAvgAttack Type=Gaussian, Malicious Client Proportion=0.32026.04 | 83.7 | |
| Trim-meanAttack Type=Gaussian, Malicious Client Proportion=0.32026.04 | 90 | |
| Trim-meanAttack Type=Trim, Malicious Client Proportion=0.32026.04 | 90 | |
| Trim-meanAttack Type=Krum, Malicious Client Proportion=0.32026.04 | 90 | |
| Trim-meanAttack Type=Min-Max, 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 |