Image Classification on CIFAR-10 Dir(0.5) (New Clients) (Corruption Robustness)
72.94Accuracy (Clean)pFedFDA
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| pFedFDAData Partition=Dirichlet (0.5), Client Type=New Clients (Generalization)2026.03 | 72.94 | 68.31 | 72.74 | 72 | 70.6 | 70.85 | 58.54 | 71.52 | 70.93 | 77.41 | 67.58 | |
| pFedGMData Partition=Dirichlet (0.5), Client Type=New Clients (Generalization)2026.03 | 72.94 | 70.92 | 75.3 | 74.72 | 72.26 | 73.2 | 61.5 | 71.36 | 74.89 | 78.66 | 69.62 | |
| FedAvgFTData Partition=Dirichlet (0.5), Client Type=New Clients (Generalization)2026.03 | 72.31 | 68.62 | 74.62 | 69.12 | 67.44 | 68.18 | 61.05 | 69.54 | 67.43 | 76.64 | 66.21 | |
| FedPACData Partition=Dirichlet (0.5), Client Type=New Clients (Generalization)2026.03 | 72.15 | 70.31 | 74.28 | 73.76 | 72.43 | 70.85 | 58.09 | 70.53 | 71.23 | 75.55 | 65.36 | |
| pFedMeData Partition=Dirichlet (0.5), Client Type=New Clients (Generalization)2026.03 | 67.25 | 64.92 | 69.34 | 68.16 | 66.94 | 66.61 | 59.91 | 69.87 | 66.82 | 72.9 | 67.41 | |
| LG-FedAvgData Partition=Dirichlet (0.5), Client Type=New Clients (Generalization)2026.03 | 63.77 | 58 | 64.74 | 62.88 | 59.97 | 59.25 | 47.61 | 65.23 | 60.58 | 66.82 | 59.22 | |
| FedBAUData Partition=Dirichlet (0.5), Client Type=New Clients (Generalization)2026.03 | 61.87 | 62.31 | 69.34 | 68.8 | 50.66 | 60.5 | 56.26 | 69.37 | 66.21 | 74.45 | 63.48 | |
| FedAvgData Partition=Dirichlet (0.5), Client Type=New Clients (Generalization)2026.03 | 59.18 | 49.08 | 59.8 | 57.44 | 57.48 | 53.76 | 41.23 | 45.2 | 57.53 | 47.82 | 32.76 |