Image Classification on CIFAR10 centralized performance (test)
86.07AccuracyFedAvgM + ASAM
Evaluation results
| Method | Links | |
|---|---|---|
| FedAvgM + ASAMSWA=true, Alpha=0.05, Clients=202022.03 | 86.07 | |
| FedAvgM + ASAMSWA=true, Alpha=0.05, Clients=52022.03 | 86.03 | |
| FedAvgM + ASAMSWA=true, Alpha=0, Clients=202022.03 | 85.98 | |
| FedDyn + SAMSWA=true, Alpha=0.05, Clients=202022.03 | 85.57 | |
| FedAvgM + ASAMSWA=false, Alpha=0.05, Clients=202022.03 | 84.92 | |
| FedAvgM + ASAMSWA=false, Alpha=0, Clients=202022.03 | 84.89 | |
| FedAvgMSWA=true, Alpha=0.05, Clients=202022.03 | 84 | |
| FedDyn + SAMSWA=true, Alpha=0.05, Clients=52022.03 | 83.81 | |
| AdaBest + ASAMSWA=true, Alpha=0, Clients=52022.03 | 82 | |
| AdaBest + ASAMSWA=true, Alpha=0.05, Clients=52022.03 | 81.87 | |
| FedDyn + SAMSWA=true, Alpha=0, Clients=202022.03 | 81.7 | |
| FedDyn + SAMSWA=false, Alpha=0, Clients=202022.03 | 81 | |
| FedAvgM + ASAMSWA=true, Alpha=0, Clients=52022.03 | 80.88 | |
| AdaBest + ASAMSWA=true, Alpha=0.05, Clients=202022.03 | 80.81 | |
| AdaBest + ASAMSWA=true, Alpha=0, Clients=202022.03 | 80.8 | |
| AdaBestSWA=true, Alpha=0.05, Clients=52022.03 | 80.35 | |
| AdaBest + ASAMSWA=false, Alpha=0.05, Clients=202022.03 | 79.72 | |
| AdaBestSWA=true, Alpha=0.05, Clients=202022.03 | 79.35 | |
| FedDyn + SAMSWA=true, Alpha=0, Clients=52022.03 | 79.18 | |
| AdaBestSWA=true, Alpha=0, Clients=52022.03 | 78.94 | |
| FedAvgMSWA=false, Alpha=0.05, Clients=202022.03 | 78.51 | |
| AdaBest + ASAMSWA=false, Alpha=0, Clients=202022.03 | 78.43 | |
| AdaBest + ASAMSWA=false, Alpha=0.05, Clients=52022.03 | 78.41 | |
| SCAFFOLD + ASAMSWA=true, Alpha=0, Clients=52022.03 | 78.29 | |
| FedDynSWA=true, Alpha=0.05, Clients=52022.03 | 77.99 | |
| SCAFFOLD + ASAMSWA=false, Alpha=0, Clients=202022.03 | 77.93 | |
| FedDyn + SAMSWA=false, Alpha=0.05, Clients=202022.03 | 77.8 | |
| SCAFFOLD + ASAMSWA=false, Alpha=0, Clients=52022.03 | 77.78 | |
| FedDyn + SAMSWA=false, Alpha=0.05, Clients=52022.03 | 77.59 | |
| AdaBest + ASAMSWA=false, Alpha=0, Clients=52022.03 | 77.48 | |
| FedDyn + SAMSWA=false, Alpha=0, Clients=52022.03 | 77.38 | |
| FedAvgM + ASAMSWA=false, Alpha=0, Clients=52022.03 | 77.3 | |
| SCAFFOLD + ASAMSWA=false, Alpha=0.05, Clients=52022.03 | 77.03 | |
| FedDynSWA=true, Alpha=0, Clients=52022.03 | 77 | |
| FedAvgM + ASAMSWA=false, Alpha=0.05, Clients=52022.03 | 77 | |
| FedASAMSWA=false, Alpha=0.05, Clients=202022.03 | 76.98 | |
| FedProx + ASAMSWA=true, Alpha=0.05, Clients=52022.03 | 76.95 | |
| FedProx + ASAMSWA=false, Alpha=0.05, Clients=202022.03 | 76.89 | |
| FedASAMSWA=true, Alpha=0.05, Clients=202022.03 | 76.86 | |
| FedProx + ASAMSWA=true, Alpha=0, Clients=202022.03 | 76.65 | |
| FedSAMSWA=true, Alpha=0.05, Clients=52022.03 | 76.61 | |
| FedASAMSWA=true, Alpha=0, Clients=52022.03 | 76.44 | |
| FedASAMSWA=true, Alpha=0, Clients=202022.03 | 76.36 | |
| FedSAMSWA=true, Alpha=0.05, Clients=202022.03 | 76.22 | |
| FedProx + ASAMSWA=true, Alpha=0.05, Clients=202022.03 | 76.22 | |
| FedASAMSWA=true, Alpha=0.05, Clients=52022.03 | 76.12 | |
| AdaBestSWA=true, Alpha=0, Clients=202022.03 | 76.12 | |
| FedASAMSWA=false, Alpha=0, Clients=202022.03 | 76.09 | |
| FedSAMSWA=false, Alpha=0.05, Clients=202022.03 | 76.04 | |
| FedProx + ASAMSWA=true, Alpha=0, Clients=52022.03 | 75.92 | |
| SCAFFOLD + ASAMSWA=false, Alpha=0.05, Clients=202022.03 | 75.92 | |
| AdaBestSWA=false, Alpha=0.05, Clients=202022.03 | 75.89 | |
| FedProx + ASAMSWA=false, Alpha=0, Clients=202022.03 | 75.76 | |
| SCAFFOLD + ASAMSWA=true, Alpha=0, Clients=202022.03 | 75.66 | |
| FedASAMSWA=false, Alpha=0.05, Clients=52022.03 | 75.61 | |
| FedProx + ASAMSWA=false, Alpha=0.05, Clients=52022.03 | 75.32 | |
| SCAFFOLD + ASAMSWA=true, Alpha=0.05, Clients=52022.03 | 75.3 | |
| SCAFFOLD + ASAMSWA=true, Alpha=0.05, Clients=202022.03 | 75.29 | |
| FedDynSWA=false, Alpha=0.05, Clients=202022.03 | 75.2 | |
| FedDynSWA=true, Alpha=0.05, Clients=202022.03 | 75.12 | |
| FedSAMSWA=true, Alpha=0, Clients=52022.03 | 74.97 | |
| FedProxSWA=true, Alpha=0.05, Clients=52022.03 | 74.27 | |
| FedDynSWA=true, Alpha=0, Clients=202022.03 | 74 | |
| FedAvgSWA=true, Alpha=0.05, Clients=202022.03 | 73.81 | |
| FedDynSWA=false, Alpha=0, Clients=202022.03 | 73.81 | |
| FedProx + ASAMSWA=false, Alpha=0, Clients=52022.03 | 73.74 | |
| FedProxSWA=true, Alpha=0.05, Clients=202022.03 | 73.67 | |
| FedASAMSWA=false, Alpha=0, Clients=52022.03 | 73.66 | |
| FedSAMSWA=false, Alpha=0.05, Clients=52022.03 | 73.52 | |
| FedAvgSWA=true, Alpha=0.05, Clients=52022.03 | 73.48 | |
| FedAvgSWA=false, Alpha=0.05, Clients=202022.03 | 73.07 | |
| FedSAMSWA=true, Alpha=0, Clients=202022.03 | 73.06 | |
| FedProxSWA=false, Alpha=0.05, Clients=202022.03 | 73.02 | |
| FedSAMSWA=false, Alpha=0, Clients=202022.03 | 72.9 | |
| AdaBestSWA=false, Alpha=0, Clients=202022.03 | 72.29 | |
| FedDynSWA=false, Alpha=0.05, Clients=52022.03 | 71.36 | |
| FedProxSWA=true, Alpha=0, Clients=52022.03 | 70.56 | |
| FedAvgSWA=true, Alpha=0, Clients=202022.03 | 70.19 | |
| FedSAMSWA=false, Alpha=0, Clients=52022.03 | 70.16 | |
| FedProxSWA=true, Alpha=0, Clients=202022.03 | 70.08 | |
| AdaBestSWA=false, Alpha=0.05, Clients=52022.03 | 69.84 | |
| FedAvgSWA=true, Alpha=0, Clients=52022.03 | 69.71 | |
| FedAvgSWA=false, Alpha=0.05, Clients=52022.03 | 69.24 | |
| FedAvgSWA=false, Alpha=0, Clients=202022.03 | 68.52 | |
| FedProxSWA=false, Alpha=0, Clients=202022.03 | 68.44 | |
| FedProxSWA=false, Alpha=0.05, Clients=52022.03 | 68.38 | |
| FedDynSWA=false, Alpha=0, Clients=52022.03 | 67.69 | |
| AdaBestSWA=false, Alpha=0, Clients=52022.03 | 66.77 | |
| FedAvgSWA=false, Alpha=0, Clients=52022.03 | 65 | |
| FedProxSWA=false, Alpha=0, Clients=52022.03 | 62.72 | |
| SCAFFOLDSWA=false, Alpha=0.05, Clients=52022.03 | 54.46 | |
| SCAFFOLDSWA=false, Alpha=0.05, Clients=202022.03 | 44.76 | |
| SCAFFOLDSWA=true, Alpha=0.05, Clients=52022.03 | 33.25 | |
| SCAFFOLDSWA=false, Alpha=0, Clients=52022.03 | 32.25 | |
| SCAFFOLDSWA=true, Alpha=0.05, Clients=202022.03 | 24.11 | |
| SCAFFOLDSWA=false, Alpha=0, Clients=202022.03 | 15.56 | |
| SCAFFOLDSWA=true, Alpha=0, Clients=52022.03 | 11.98 | |
| FedAvgMSWA=false, Alpha=0, Clients=52022.03 | 10 | |
| FedAvgMSWA=false, Alpha=0, Clients=202022.03 | 10 | |
| FedAvgMSWA=false, Alpha=0.05, Clients=52022.03 | 10 |