Global Prediction on CIFAR-100 initial (test)
57.8AccuracyFedHB-NIW
Evaluation results
| Method | Links | |
|---|---|---|
| FedHB-NIWs (heterogeneity)=100, f (participation)=1.0, tau (epochs)=12023.05 | 57.8 | |
| FedHB-Mixtures (heterogeneity)=100, f (participation)=1.0, tau (epochs)=1, K=22023.05 | 52.94 | |
| FedHB-NIWs (heterogeneity)=10, f (participation)=1.0, tau (epochs)=12023.05 | 50.4 | |
| FedHB-NIWs (heterogeneity)=100, f (participation)=0.1, tau (epochs)=12023.05 | 49.76 | |
| FedHB-Mixtures (heterogeneity)=10, f (participation)=1.0, tau (epochs)=1, K=22023.05 | 49.52 | |
| FedHB-Mixtures (heterogeneity)=100, f (participation)=0.1, tau (epochs)=1, K=22023.05 | 49.37 | |
| FedEMs (heterogeneity)=100, f (participation)=0.1, tau (epochs)=12023.05 | 43.83 | |
| FedPops (heterogeneity)=100, f (participation)=0.1, tau (epochs)=12023.05 | 43.09 | |
| FedBEs (heterogeneity)=100, f (participation)=0.1, tau (epochs)=12023.05 | 42.49 | |
| Fed-BABUs (heterogeneity)=100, f (participation)=0.1, tau (epochs)=12023.05 | 42.35 | |
| FedPAs (heterogeneity)=100, f (participation)=0.1, tau (epochs)=12023.05 | 42.15 | |
| Fed-Proxs (heterogeneity)=100, f (participation)=0.1, tau (epochs)=12023.05 | 41.49 | |
| Fed-Avgs (heterogeneity)=100, f (participation)=0.1, tau (epochs)=12023.05 | 40.87 | |
| FedHB-Mixtures (heterogeneity)=10, f (participation)=0.1, tau (epochs)=1, K=22023.05 | 38.07 | |
| FedHB-NIWs (heterogeneity)=10, f (participation)=0.1, tau (epochs)=12023.05 | 37.54 | |
| pFedBayess (heterogeneity)=100, f (participation)=0.1, tau (epochs)=12023.05 | 37.23 | |
| FedHB-Mixtures (heterogeneity)=100, f (participation)=1.0, tau (epochs)=10, K=22023.05 | 30.55 | |
| FedHB-NIWs (heterogeneity)=100, f (participation)=1.0, tau (epochs)=102023.05 | 29.53 | |
| FedHB-NIWs (heterogeneity)=100, f (participation)=0.1, tau (epochs)=102023.05 | 29.02 | |
| FedHB-Mixtures (heterogeneity)=100, f (participation)=0.1, tau (epochs)=10, K=22023.05 | 29.02 | |
| FedHB-Mixtures (heterogeneity)=10, f (participation)=1.0, tau (epochs)=10, K=22023.05 | 23.59 | |
| FedHB-NIWs (heterogeneity)=10, f (participation)=1.0, tau (epochs)=102023.05 | 22.87 | |
| FedHB-NIWs (heterogeneity)=10, f (participation)=0.1, tau (epochs)=102023.05 | 18.99 | |
| FedHB-Mixtures (heterogeneity)=10, f (participation)=0.1, tau (epochs)=10, K=22023.05 | 18.95 |