Federated Learning on Shakespeare (val)
3.721PerplexityAdaBFL
Evaluation results
| Method | Links | |
|---|---|---|
| AdaBFLAttack Scenario=LF, Malicious Client Proportion=0.32026.04 | 3.721 | |
| Trim-meanAttack Scenario=No, Malicious Client Proportion=0.32026.04 | 3.733 | |
| Trim-meanAttack Scenario=LF, Malicious Client Proportion=0.32026.04 | 3.747 | |
| AdaBFLAttack Scenario=Trim, Malicious Client Proportion=0.32026.04 | 3.755 | |
| MedianAttack Scenario=LF, Malicious Client Proportion=0.32026.04 | 3.756 | |
| MedianAttack Scenario=Gaussian, Malicious Client Proportion=0.32026.04 | 3.763 | |
| FoundationFL+MeanAttack Scenario=Krum, Malicious Client Proportion=0.32026.04 | 3.784 | |
| FoundationFL+MeanAttack Scenario=No, Malicious Client Proportion=0.32026.04 | 3.785 | |
| AdaBFLAttack Scenario=Min-Max, Malicious Client Proportion=0.32026.04 | 3.79 | |
| Trim-meanAttack Scenario=Krum, Malicious Client Proportion=0.32026.04 | 3.793 | |
| MedianAttack Scenario=No, Malicious Client Proportion=0.32026.04 | 3.809 | |
| AdaBFLAttack Scenario=Scaling, Malicious Client Proportion=0.32026.04 | 3.81 | |
| FedAvgAttack Scenario=No, Malicious Client Proportion=0.32026.04 | 3.813 | |
| MedianAttack Scenario=Trim, Malicious Client Proportion=0.32026.04 | 3.814 | |
| Gau+MedianAttack Scenario=No, Malicious Client Proportion=0.32026.04 | 3.82 | |
| Gau+MedianAttack Scenario=Gaussian, Malicious Client Proportion=0.32026.04 | 3.821 | |
| FoundationFL+MeanAttack Scenario=Trim, Malicious Client Proportion=0.32026.04 | 3.823 | |
| AdaBFLAttack Scenario=Gaussian, Malicious Client Proportion=0.32026.04 | 3.823 | |
| FedAvgAttack Scenario=LF, Malicious Client Proportion=0.32026.04 | 3.83 | |
| FoundationFL+MedianAttack Scenario=No, Malicious Client Proportion=0.32026.04 | 3.832 | |
| Gau+Trim-meanAttack Scenario=No, Malicious Client Proportion=0.32026.04 | 3.832 | |
| MedianAttack Scenario=Krum, Malicious Client Proportion=0.32026.04 | 3.838 | |
| FoundationFL+MedianAttack Scenario=Sybil, Malicious Client Proportion=0.32026.04 | 3.853 | |
| Gau+Trim-meanAttack Scenario=Sybil, Malicious Client Proportion=0.32026.04 | 3.853 | |
| Gau+Trim-meanAttack Scenario=Krum, Malicious Client Proportion=0.32026.04 | 3.857 | |
| FoundationFL+MedianAttack Scenario=Krum, Malicious Client Proportion=0.32026.04 | 3.859 | |
| AdaBFLAttack Scenario=Sybil, Malicious Client Proportion=0.32026.04 | 3.861 | |
| Gau+MedianAttack Scenario=LF, Malicious Client Proportion=0.32026.04 | 3.868 | |
| FedAvgAttack Scenario=Krum, Malicious Client Proportion=0.32026.04 | 3.873 | |
| FoundationFL+MedianAttack Scenario=Scaling, Malicious Client Proportion=0.32026.04 | 3.882 | |
| Gau+Trim-meanAttack Scenario=Scaling, Malicious Client Proportion=0.32026.04 | 3.882 | |
| Gau+MedianAttack Scenario=Krum, Malicious Client Proportion=0.32026.04 | 3.887 | |
| FoundationFL+MedianAttack Scenario=Min-Max, Malicious Client Proportion=0.32026.04 | 3.898 | |
| Gau+Trim-meanAttack Scenario=Min-Max, Malicious Client Proportion=0.32026.04 | 3.898 | |
| AdaBFLAttack Scenario=No, Malicious Client Proportion=0.32026.04 | 3.902 | |
| FoundationFL+MeanAttack Scenario=Scaling, Malicious Client Proportion=0.32026.04 | 3.909 | |
| MedianAttack Scenario=Min-Max, Malicious Client Proportion=0.32026.04 | 3.912 | |
| FoundationFL+MedianAttack Scenario=Trim, Malicious Client Proportion=0.32026.04 | 3.913 | |
| Gau+Trim-meanAttack Scenario=Trim, Malicious Client Proportion=0.32026.04 | 3.913 | |
| FoundationFL+MedianAttack Scenario=Gaussian, Malicious Client Proportion=0.32026.04 | 3.916 | |
| Gau+Trim-meanAttack Scenario=Gaussian, Malicious Client Proportion=0.32026.04 | 3.916 | |
| MedianAttack Scenario=Sybil, Malicious Client Proportion=0.32026.04 | 3.948 | |
| AdaBFLAttack Scenario=Krum, Malicious Client Proportion=0.32026.04 | 3.965 | |
| Gau+MedianAttack Scenario=Trim, Malicious Client Proportion=0.32026.04 | 4 | |
| Trim-meanAttack Scenario=Gaussian, Malicious Client Proportion=0.32026.04 | 4.021 | |
| MedianAttack Scenario=Scaling, Malicious Client Proportion=0.32026.04 | 4.033 | |
| Trim-meanAttack Scenario=Trim, Malicious Client Proportion=0.32026.04 | 4.131 | |
| Gau+MedianAttack Scenario=Min-Max, Malicious Client Proportion=0.32026.04 | 4.162 | |
| GAS+Trim-meanAttack Scenario=Scaling, Malicious Client Proportion=0.32026.04 | 4.181 | |
| FedAvgAttack Scenario=Gaussian, Malicious Client Proportion=0.32026.04 | 4.188 | |
| FoundationFL+MeanAttack Scenario=Gaussian, Malicious Client Proportion=0.32026.04 | 4.243 | |
| FoundationFL+MeanAttack Scenario=LF, Malicious Client Proportion=0.32026.04 | 4.814 | |
| Gau+Trim-meanAttack Scenario=LF, Malicious Client Proportion=0.32026.04 | 4.941 | |
| FoundationFL+MedianAttack Scenario=LF, Malicious Client Proportion=0.32026.04 | 4.945 | |
| FedAvgAttack Scenario=Trim, Malicious Client Proportion=0.32026.04 | 5.282 | |
| Trim-meanAttack Scenario=Min-Max, Malicious Client Proportion=0.32026.04 | 5.529 | |
| FoundationFL+MeanAttack Scenario=Min-Max, Malicious Client Proportion=0.32026.04 | 5.951 | |
| FedAvgAttack Scenario=Min-Max, Malicious Client Proportion=0.32026.04 | 8.511 | |
| GAS+Trim-meanAttack Scenario=Trim, Malicious Client Proportion=0.32026.04 | 8.67 | |
| GAS+MedianAttack Scenario=Sybil, Malicious Client Proportion=0.32026.04 | 9.068 | |
| GAS+MedianAttack Scenario=Gaussian, Malicious Client Proportion=0.32026.04 | 9.633 | |
| GAS+Trim-meanAttack Scenario=Krum, Malicious Client Proportion=0.32026.04 | 9.717 | |
| GAS+MedianAttack Scenario=Min-Max, Malicious Client Proportion=0.32026.04 | 10.09 | |
| GAS+MedianAttack Scenario=No, Malicious Client Proportion=0.32026.04 | 10.34 | |
| GAS+MedianAttack Scenario=Krum, Malicious Client Proportion=0.32026.04 | 10.4 | |
| GAS+MedianAttack Scenario=Trim, Malicious Client Proportion=0.32026.04 | 10.5 | |
| GAS+Trim-meanAttack Scenario=LF, Malicious Client Proportion=0.32026.04 | 10.73 | |
| GAS+MedianAttack Scenario=Scaling, Malicious Client Proportion=0.32026.04 | 11.78 | |
| GAS+Trim-meanAttack Scenario=No, Malicious Client Proportion=0.32026.04 | 12.03 | |
| GAS+MedianAttack Scenario=LF, Malicious Client Proportion=0.32026.04 | 12.41 | |
| GAS+Trim-meanAttack Scenario=Gaussian, Malicious Client Proportion=0.32026.04 | 14.69 | |
| FoundationFL+MeanAttack Scenario=Sybil, Malicious Client Proportion=0.32026.04 | 15.94 | |
| GAS+Trim-meanAttack Scenario=Min-Max, Malicious Client Proportion=0.32026.04 | 16.75 |