Byzantine-robust Federated Learning on MNIST
1Error Rate (No Attack)FedAvg
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| FedAvgProportion of malicious clients=0.32026.04 | 1 | 1 | 89.7 | 90 | 91 | 87.8 | 90 | 90 | |
| Trim-meanProportion of malicious clients=0.32026.04 | 1 | 1 | 90 | 90 | 90 | 47.3 | 90 | 90 | |
| FoundationFL+MedianProportion of malicious clients=0.32026.04 | 1 | 1 | 1.9 | 1.1 | 1 | 1.6 | 1 | 1 | |
| Gau+Trim-meanProportion of malicious clients=0.32026.04 | 1 | 1 | 90 | 90 | 90 | 74.3 | 90 | 90 | |
| MedianProportion of malicious clients=0.32026.04 | 1 | 1 | 1 | 1.3 | 1 | 1.2 | 1.2 | 1.3 | |
| Gau+MedianProportion of malicious clients=0.32026.04 | 1 | 1 | 1 | 1.5 | 53.8 | 1.5 | 90 | 90 | |
| FoundationFL+MeanProportion of malicious clients=0.32026.04 | 1 | 1 | 88.3 | 10.5 | 32.5 | 68.1 | 90 | 90 | |
| AdaBFLProportion of malicious clients=0.32026.04 | 1 | 1 | 0.9 | 1 | 1 | 0.9 | 1 | 0.8 | |
| GAS+Trim-meanProportion of malicious clients=0.32026.04 | 3.1 | 3 | 54.4 | 2.7 | 88.6 | 23.6 | 90 | 90 | |
| GAS+MedianProportion of malicious clients=0.32026.04 | 3.2 | 3.2 | 3.1 | 2.8 | 3.2 | 3.4 | 2.4 | 2.5 |