Federated Continual Learning on CIFAR10 3 Tasks
74.21AccuracyFEATF
Evaluation Results
| Method | Links | |
|---|---|---|
| FEATFNumber of clients (K)=5, Data heterogeneity (beta)=1.02026.04 | 74.21 | |
| FEATFNumber of clients (K)=10, Data heterogeneity (beta)=1.02026.04 | 72.89 | |
| FEATFNumber of clients (K)=5, Data heterogeneity (beta)=0.52026.04 | 72.67 | |
| FEATFNumber of clients (K)=10, Data heterogeneity (beta)=0.52026.04 | 70.63 | |
| FEATRNumber of clients (K)=5, Data heterogeneity (beta)=1.02026.04 | 70.28 | |
| FedCBDRNumber of clients (K)=5, Data heterogeneity (beta)=1.02026.04 | 65.88 | |
| FedCBDRNumber of clients (K)=5, Data heterogeneity (beta)=0.52026.04 | 63.32 | |
| FEATRNumber of clients (K)=10, Data heterogeneity (beta)=1.02026.04 | 62.34 | |
| FedCBDRNumber of clients (K)=10, Data heterogeneity (beta)=1.02026.04 | 61.75 | |
| Re-Fed+Number of clients (K)=5, Data heterogeneity (beta)=1.02026.04 | 61.64 | |
| FEATRNumber of clients (K)=5, Data heterogeneity (beta)=0.52026.04 | 60.18 | |
| LANDERNumber of clients (K)=5, Data heterogeneity (beta)=1.02026.04 | 59.88 | |
| FedCBDRNumber of clients (K)=10, Data heterogeneity (beta)=0.52026.04 | 59.27 | |
| FedLwFNumber of clients (K)=5, Data heterogeneity (beta)=1.02026.04 | 58.97 | |
| FedLwFNumber of clients (K)=5, Data heterogeneity (beta)=0.52026.04 | 56.84 | |
| FedSSINumber of clients (K)=5, Data heterogeneity (beta)=1.02026.04 | 56.33 | |
| TARGETNumber of clients (K)=5, Data heterogeneity (beta)=1.02026.04 | 54.87 | |
| FEATRNumber of clients (K)=10, Data heterogeneity (beta)=0.52026.04 | 54.62 | |
| LANDERNumber of clients (K)=5, Data heterogeneity (beta)=0.52026.04 | 54.41 | |
| Re-Fed+Number of clients (K)=10, Data heterogeneity (beta)=1.02026.04 | 52.97 | |
| Re-Fed+Number of clients (K)=5, Data heterogeneity (beta)=0.52026.04 | 52.95 | |
| FedSSINumber of clients (K)=5, Data heterogeneity (beta)=0.52026.04 | 51.44 | |
| FedLwFNumber of clients (K)=10, Data heterogeneity (beta)=0.52026.04 | 49.72 | |
| FedSSINumber of clients (K)=10, Data heterogeneity (beta)=1.02026.04 | 48.27 | |
| FedLwFNumber of clients (K)=10, Data heterogeneity (beta)=1.02026.04 | 47.51 | |
| Re-Fed+Number of clients (K)=10, Data heterogeneity (beta)=0.52026.04 | 44.92 | |
| LANDERNumber of clients (K)=10, Data heterogeneity (beta)=1.02026.04 | 44.89 | |
| TARGETNumber of clients (K)=5, Data heterogeneity (beta)=0.52026.04 | 43.53 | |
| FedEWCNumber of clients (K)=10, Data heterogeneity (beta)=1.02026.04 | 43.32 | |
| FedEWCNumber of clients (K)=5, Data heterogeneity (beta)=1.02026.04 | 43.11 | |
| LANDERNumber of clients (K)=10, Data heterogeneity (beta)=0.52026.04 | 42.38 | |
| FedSSINumber of clients (K)=10, Data heterogeneity (beta)=0.52026.04 | 41.93 | |
| FedEWCNumber of clients (K)=5, Data heterogeneity (beta)=0.52026.04 | 40.48 | |
| TARGETNumber of clients (K)=10, Data heterogeneity (beta)=1.02026.04 | 40.18 | |
| TARGETNumber of clients (K)=10, Data heterogeneity (beta)=0.52026.04 | 39.2 | |
| FedEWCNumber of clients (K)=10, Data heterogeneity (beta)=0.52026.04 | 35.11 |