Federated Learning Communication Efficiency on CIFAR-10 (test)
39Communication RoundsFedRS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FedRSData Distribution=IID, Client Participation=Full2024.05 | 39 | 2.56 | — | |
| FedProxData Distribution=IID, Client Participation=Full2024.05 | 42 | 2.38 | — | |
| MOONData Distribution=IID, Client Participation=Full2024.05 | 42 | 2.38 | — | |
| FedGELAData Distribution=IID, Client Participation=Full2024.05 | 42 | 2.38 | — | |
| FedLCData Distribution=beta=0.5, Client Participation=Full2024.05 | 45 | 2.22 | — | |
| FedLCData Distribution=IID, Client Participation=Full2024.05 | 47 | 2.13 | — | |
| FedRodData Distribution=beta=0.5, Client Participation=Full2024.05 | 51 | 1.96 | — | |
| FedGELAData Distribution=beta=0.5, Client Participation=Full2024.05 | 52 | 1.92 | — | |
| MOONData Distribution=beta=0.5, Client Participation=Full2024.05 | 53 | 1.89 | — | |
| FedRodData Distribution=IID, Client Participation=Full2024.05 | 55 | 1.82 | — | |
| FedBABUData Distribution=beta=0.5, Client Participation=Full2024.05 | 60 | 1.67 | — | |
| FedBABUData Distribution=IID, Client Participation=Full2024.05 | 63 | 1.59 | — | |
| FedRSData Distribution=beta=0.5, Client Participation=Full2024.05 | 65 | 1.54 | — | |
| FedGELAData Distribution=beta=0.1, Client Participation=Full2024.05 | 67 | 1.49 | — | |
| FedRodData Distribution=beta=0.1, Client Participation=Full2024.05 | 77 | 1.3 | — | |
| MOONData Distribution=beta=0.1, Client Participation=Full2024.05 | 79 | 1.27 | — | |
| FedRodData Distribution=IID, Client Participation=Partial2024.05 | 80 | 2.5 | — | |
| FedGELAData Distribution=IID, Client Participation=Partial2024.05 | 80 | 2.5 | — | |
| OSAccuracy Threshold=40%, Setting=Dynamic Heterogeneous FL2025.05 | 80 | — | 5,095.3 | |
| FedLCData Distribution=beta=0.1, Client Participation=Full2024.05 | 82 | 1.22 | — | |
| FedProxData Distribution=beta=0.1, Client Participation=Full2024.05 | 83 | 1.2 | — | |
| FedRSData Distribution=beta=0.1, Client Participation=Full2024.05 | 84 | 1.19 | — | |
| FedProxData Distribution=beta=0.5, Client Participation=Full2024.05 | 86 | 1.16 | — | |
| MOONData Distribution=IID, Client Participation=Partial2024.05 | 98 | 2.04 | — | |
| FedAvgData Distribution=IID, Client Participation=Full2024.05 | 100 | 1 | — | |
| FedAvgData Distribution=beta=0.5, Client Participation=Full2024.05 | 100 | 1 | — | |
| FedAvgData Distribution=beta=0.1, Client Participation=Full2024.05 | 100 | 1 | — | |
| FedACSAccuracy Threshold=40%, Setting=Dynamic Heterogeneous FL2025.05 | 100 | — | 6,928.9 | |
| FedRSData Distribution=IID, Client Participation=Partial2024.05 | 103 | 1.94 | — | |
| FedProxData Distribution=IID, Client Participation=Partial2024.05 | 105 | 1.9 | — | |
| FedRodData Distribution=beta=0.5, Client Participation=Partial2024.05 | 112 | 1.79 | — | |
| FedLCData Distribution=IID, Client Participation=Partial2024.05 | 113 | 1.77 | — | |
| FedGELAData Distribution=beta=0.5, Client Participation=Partial2024.05 | 114 | 1.75 | — | |
| FedLCData Distribution=beta=0.5, Client Participation=Partial2024.05 | 118 | 1.69 | — | |
| FedGELAData Distribution=beta=0.2, Client Participation=Partial2024.05 | 119 | 1.68 | — | |
| FedLCData Distribution=beta=0.2, Client Participation=Partial2024.05 | 121 | 1.65 | — | |
| FedRSData Distribution=beta=0.2, Client Participation=Partial2024.05 | 126 | 1.59 | — | |
| c-a-FedAvgAccuracy Threshold=40%, Setting=Dynamic Heterogeneous FL2025.05 | 130 | — | 7,917 | |
| MOONData Distribution=beta=0.5, Client Participation=Partial2024.05 | 136 | 1.47 | — | |
| FedRSData Distribution=beta=0.5, Client Participation=Partial2024.05 | 136 | 1.47 | — | |
| FedProxData Distribution=beta=0.5, Client Participation=Partial2024.05 | 139 | 1.44 | — | |
| FedRodData Distribution=beta=0.2, Client Participation=Partial2024.05 | 142 | 1.41 | — | |
| FedAvgAccuracy Threshold=40%, Setting=Dynamic Heterogeneous FL2025.05 | 143 | — | 12,482 | |
| MOONData Distribution=beta=0.2, Client Participation=Partial2024.05 | 145 | 1.38 | — | |
| FedProxData Distribution=beta=0.2, Client Participation=Partial2024.05 | 152 | 1.32 | — | |
| FedNovaAccuracy Threshold=40%, Setting=Dynamic Heterogeneous FL2025.05 | 161 | — | 13,314.8 | |
| FedVarpAccuracy Threshold=40%, Setting=Dynamic Heterogeneous FL2025.05 | 165 | — | 13,479.8 | |
| FedAvgData Distribution=IID, Client Participation=Partial2024.05 | 200 | 1 | — | |
| FedAvgData Distribution=beta=0.5, Client Participation=Partial2024.05 | 200 | 1 | — | |
| FedAvgData Distribution=beta=0.2, Client Participation=Partial2024.05 | 200 | 1 | — |