Image Classification on CIFAR-10 (Robustness under Dirichlet and Pathological Corruption)
78.8Acc (Dirichlet, alpha=0.1)FedRCO
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FedRCOClient Number=100, Participation Ratio=0.82026.03 | 78.8 | 74.2 | 73 | 75.3 | 75.1 | 71.9 | |
| FedRCO-oriClient Number=100, Participation Ratio=0.82026.03 | 69.5 | 71.3 | 72.7 | 61.2 | 71.2 | 72.5 | |
| FedAvgClient Number=100, Participation Ratio=0.82026.03 | 56.3 | 62 | 63.2 | 53.7 | 60.1 | 65 | |
| FedAdamClient Number=100, Participation Ratio=0.82026.03 | 55.7 | 63.9 | 61 | 43.9 | 62.3 | 61.9 | |
| FedAvgMClient Number=100, Participation Ratio=0.82026.03 | 55.6 | 61.4 | 63.5 | 53 | 60.7 | 65.8 | |
| FedProxClient Number=100, Participation Ratio=0.82026.03 | 55.3 | 62.8 | 63.7 | 53 | 61.6 | 63.1 | |
| FedPMClient Number=100, Participation Ratio=0.82026.03 | 54.7 | 60.2 | 62 | 51.8 | 60.3 | 63.5 | |
| LocalNewtonClient Number=100, Participation Ratio=0.82026.03 | 50.9 | 61.3 | 62.1 | 49.2 | 59.8 | 62.6 |