Personalization Performance on CIFAR-C-100 (9 held-out corruption types)
84.88AccuracyFedHB-Mixture
Evaluation results
| Method | Links | |
|---|---|---|
| FedHB-Mixtures (number of clients)=100, f (participation fraction)=1.0, tau (local iterations)=12023.05 | 84.88 | |
| FedHB-NIWs (number of clients)=100, f (participation fraction)=1.0, tau (local iterations)=12023.05 | 83.62 | |
| Fed-Avgs (number of clients)=100, f (participation fraction)=1.0, tau (local iterations)=12023.05 | 83.44 | |
| FedHB-Mixtures (number of clients)=50, f (participation fraction)=1.0, tau (local iterations)=12023.05 | 81.77 | |
| FedHB-NIWs (number of clients)=50, f (participation fraction)=1.0, tau (local iterations)=12023.05 | 81.46 | |
| Fed-Proxs (number of clients)=100, f (participation fraction)=1.0, tau (local iterations)=12023.05 | 80.96 | |
| Fed-BABUs (number of clients)=100, f (participation fraction)=1.0, tau (local iterations)=12023.05 | 77.55 | |
| FedHB-NIWs (number of clients)=50, f (participation fraction)=0.1, tau (local iterations)=12023.05 | 75.5 | |
| FedHB-Mixtures (number of clients)=100, f (participation fraction)=0.1, tau (local iterations)=12023.05 | 74.16 | |
| Fed-Proxs (number of clients)=100, f (participation fraction)=0.1, tau (local iterations)=12023.05 | 72.94 | |
| FedHB-NIWs (number of clients)=100, f (participation fraction)=0.1, tau (local iterations)=12023.05 | 72.63 | |
| Fed-Avgs (number of clients)=50, f (participation fraction)=1.0, tau (local iterations)=12023.05 | 72.52 | |
| pFedBayess (number of clients)=100, f (participation fraction)=1.0, tau (local iterations)=12023.05 | 72.44 | |
| Fed-Proxs (number of clients)=50, f (participation fraction)=1.0, tau (local iterations)=12023.05 | 71.52 | |
| Fed-BABUs (number of clients)=100, f (participation fraction)=0.1, tau (local iterations)=12023.05 | 69.93 | |
| pFedBayess (number of clients)=50, f (participation fraction)=1.0, tau (local iterations)=12023.05 | 68.47 | |
| Fed-BABUs (number of clients)=50, f (participation fraction)=1.0, tau (local iterations)=12023.05 | 67.43 | |
| FedHB-Mixtures (number of clients)=100, f (participation fraction)=1.0, tau (local iterations)=42023.05 | 67.35 | |
| FedHB-Mixtures (number of clients)=50, f (participation fraction)=0.1, tau (local iterations)=12023.05 | 67.33 | |
| FedHB-NIWs (number of clients)=100, f (participation fraction)=1.0, tau (local iterations)=42023.05 | 64.84 | |
| FedHB-NIWs (number of clients)=100, f (participation fraction)=0.1, tau (local iterations)=42023.05 | 62.74 | |
| pFedBayess (number of clients)=100, f (participation fraction)=0.1, tau (local iterations)=12023.05 | 62.52 | |
| Fed-Avgs (number of clients)=100, f (participation fraction)=0.1, tau (local iterations)=12023.05 | 62.32 | |
| FedHB-Mixtures (number of clients)=100, f (participation fraction)=0.1, tau (local iterations)=42023.05 | 61.56 | |
| Fed-BABUs (number of clients)=100, f (participation fraction)=0.1, tau (local iterations)=42023.05 | 60.33 | |
| Fed-BABUs (number of clients)=50, f (participation fraction)=0.1, tau (local iterations)=12023.05 | 59.47 | |
| Fed-Avgs (number of clients)=50, f (participation fraction)=0.1, tau (local iterations)=12023.05 | 57.77 | |
| Fed-Proxs (number of clients)=100, f (participation fraction)=0.1, tau (local iterations)=42023.05 | 56.91 | |
| Fed-Proxs (number of clients)=50, f (participation fraction)=0.1, tau (local iterations)=12023.05 | 56.34 | |
| pFedBayess (number of clients)=100, f (participation fraction)=0.1, tau (local iterations)=42023.05 | 53.71 | |
| pFedBayess (number of clients)=50, f (participation fraction)=0.1, tau (local iterations)=12023.05 | 53.47 | |
| Fed-Avgs (number of clients)=100, f (participation fraction)=0.1, tau (local iterations)=42023.05 | 53.35 | |
| Fed-Avgs (number of clients)=100, f (participation fraction)=1.0, tau (local iterations)=42023.05 | 53.34 | |
| Fed-BABUs (number of clients)=100, f (participation fraction)=1.0, tau (local iterations)=42023.05 | 53.25 | |
| FedHB-NIWs (number of clients)=50, f (participation fraction)=1.0, tau (local iterations)=42023.05 | 50.84 | |
| FedHB-Mixtures (number of clients)=50, f (participation fraction)=1.0, tau (local iterations)=42023.05 | 50.84 | |
| FedHB-Mixtures (number of clients)=50, f (participation fraction)=0.1, tau (local iterations)=42023.05 | 46.39 | |
| Fed-Avgs (number of clients)=50, f (participation fraction)=1.0, tau (local iterations)=42023.05 | 45.1 | |
| FedHB-NIWs (number of clients)=50, f (participation fraction)=0.1, tau (local iterations)=42023.05 | 44.9 | |
| Fed-BABUs (number of clients)=50, f (participation fraction)=0.1, tau (local iterations)=42023.05 | 44.74 | |
| Fed-Avgs (number of clients)=50, f (participation fraction)=0.1, tau (local iterations)=42023.05 | 44.6 | |
| pFedBayess (number of clients)=100, f (participation fraction)=1.0, tau (local iterations)=42023.05 | 43.41 | |
| Fed-Proxs (number of clients)=50, f (participation fraction)=1.0, tau (local iterations)=42023.05 | 41.95 | |
| Fed-Proxs (number of clients)=100, f (participation fraction)=1.0, tau (local iterations)=42023.05 | 41.39 | |
| pFedBayess (number of clients)=50, f (participation fraction)=1.0, tau (local iterations)=42023.05 | 41.27 | |
| Fed-BABUs (number of clients)=50, f (participation fraction)=1.0, tau (local iterations)=42023.05 | 40.87 | |
| Fed-Proxs (number of clients)=50, f (participation fraction)=0.1, tau (local iterations)=42023.05 | 39.94 | |
| pFedBayess (number of clients)=50, f (participation fraction)=0.1, tau (local iterations)=42023.05 | 37.24 |