Federated Image Classification on CIFAR10 (test)
74.07GAFedGELA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FedGELAparticipation=Full Participation (10, 10), heterogeneity=IID2024.05 | 74.07 | 75.02 | |
| FedAvgparticipation=Full Participation (10, 10), heterogeneity=IID2024.05 | 72.8 | 73.17 | |
| FedGELAparticipation=Full Participation (10, 10), heterogeneity=Dir (beta=0.5)2024.05 | 72.73 | 84.52 | |
| FedGELAparticipation=Partial Participation (50, 10), heterogeneity=IID2024.05 | 72.04 | 72.33 | |
| FedGELAparticipation=Partial Participation (50, 10), heterogeneity=Dir (beta=0.5)2024.05 | 65.08 | 80.96 | |
| FedGELAparticipation=Full Participation (10, 10), heterogeneity=Dir (beta=0.1)2024.05 | 61.57 | 94.28 | |
| FedGELAparticipation=Partial Participation (50, 10), heterogeneity=Dir (beta=0.2)2024.05 | 60.52 | 86.55 | |
| No adversary baselineadversarial=false, clients=10, epochs=10002026.05 | 54.1 | — | |
| DualProj*adversarial=true, clients=10, epochs=10002026.05 | 51.5 | — | |
| Capped MGDAadversarial=true, clients=10, epochs=1000, C=0.12026.05 | 51.5 | — | |
| UPGrad*adversarial=true, clients=10, epochs=10002026.05 | 51.1 | — | |
| NashMTL*adversarial=true, clients=10, epochs=10002026.05 | 43.3 | — | |
| MGDAadversarial=true, clients=10, epochs=10002026.05 | 21.1 | — |