Personalization on CIFAR-100 (test)
82.71AccuracyFedHB-NIW
Evaluation results
| Method | Links | |
|---|---|---|
| FedHB-NIWs=10, f=1.0, tau=12023.05 | 82.71 | |
| FedHB-Mixtures=10, f=1.0, tau=12023.05 | 81.03 | |
| FedEMs=10, f=1.0, tau=12023.05 | 80.65 | |
| FedBEs=10, f=1.0, tau=12023.05 | 79.82 | |
| FedHB-Mixtures=10, f=0.1, tau=12023.05 | 79.7 | |
| FedHB-NIWs=10, f=0.1, tau=12023.05 | 79.41 | |
| FedPops=10, f=1.0, tau=12023.05 | 78.96 | |
| Fed-BABUs=10, f=1.0, tau=12023.05 | 78.92 | |
| FedPAs=10, f=1.0, tau=12023.05 | 78.84 | |
| Fed-Proxs=10, f=1.0, tau=12023.05 | 78.56 | |
| pFedBayess=10, f=1.0, tau=12023.05 | 78.08 | |
| Fed-Avgs=10, f=1.0, tau=12023.05 | 76.98 | |
| FedBEs=10, f=0.1, tau=12023.05 | 76.19 | |
| FedPAs=10, f=0.1, tau=12023.05 | 75.76 | |
| FedEMs=10, f=0.1, tau=12023.05 | 75.52 | |
| Fed-BABUs=10, f=0.1, tau=12023.05 | 75.44 | |
| Fed-Proxs=10, f=0.1, tau=12023.05 | 75.06 | |
| FedPops=10, f=0.1, tau=12023.05 | 74.97 | |
| pFedBayess=10, f=0.1, tau=12023.05 | 73.93 | |
| Fed-Avgs=10, f=0.1, tau=12023.05 | 70.36 | |
| FedHB-NIWs=10, f=1.0, tau=102023.05 | 67.78 | |
| FedHB-Mixtures=10, f=0.1, tau=102023.05 | 67.57 | |
| FedHB-NIWs=10, f=0.1, tau=102023.05 | 67.35 | |
| FedEMs=10, f=0.1, tau=102023.05 | 67.11 | |
| FedHB-Mixtures=10, f=1.0, tau=102023.05 | 66.74 | |
| FedPops=10, f=0.1, tau=102023.05 | 66.7 | |
| FedBEs=10, f=0.1, tau=102023.05 | 66.64 | |
| FedPops=10, f=1.0, tau=102023.05 | 66.57 | |
| FedEMs=10, f=1.0, tau=102023.05 | 66.34 | |
| Fed-BABUs=10, f=1.0, tau=102023.05 | 66.25 | |
| Fed-BABUs=10, f=0.1, tau=102023.05 | 66.24 | |
| FedPAs=10, f=1.0, tau=102023.05 | 66.23 | |
| pFedBayess=10, f=1.0, tau=102023.05 | 66.15 | |
| FedBEs=10, f=1.0, tau=102023.05 | 66.06 | |
| FedPAs=10, f=0.1, tau=102023.05 | 65.87 | |
| pFedBayess=10, f=0.1, tau=102023.05 | 65.82 | |
| Fed-Proxs=10, f=0.1, tau=102023.05 | 64.86 | |
| Fed-Avgs=10, f=1.0, tau=102023.05 | 63.81 | |
| Fed-Proxs=10, f=1.0, tau=102023.05 | 63.81 | |
| Fed-Avgs=10, f=0.1, tau=102023.05 | 61.39 | |
| FedHB-NIWs=100, f=1.0, tau=12023.05 | 60.36 | |
| FedHB-Mixtures=100, f=1.0, tau=12023.05 | 58.82 | |
| FedBEs=100, f=1.0, tau=12023.05 | 56.25 | |
| FedHB-Mixtures=100, f=0.1, tau=12023.05 | 56.17 | |
| Fed-BABUs=100, f=1.0, tau=12023.05 | 55.87 | |
| FedPops=100, f=1.0, tau=12023.05 | 55.85 | |
| Fed-Proxs=100, f=1.0, tau=12023.05 | 55.5 | |
| FedPAs=100, f=1.0, tau=12023.05 | 55.43 | |
| FedEMs=100, f=1.0, tau=12023.05 | 54.65 | |
| FedHB-NIWs=100, f=0.1, tau=12023.05 | 54.16 | |
| Fed-Avgs=100, f=1.0, tau=12023.05 | 53.15 | |
| pFedBayess=100, f=1.0, tau=12023.05 | 53 | |
| FedPops=100, f=0.1, tau=12023.05 | 51.22 | |
| FedBEs=100, f=0.1, tau=12023.05 | 50.57 | |
| Fed-BABUs=100, f=0.1, tau=12023.05 | 50.43 | |
| Fed-Proxs=100, f=0.1, tau=12023.05 | 49.91 | |
| FedPAs=100, f=0.1, tau=12023.05 | 49.88 | |
| FedEMs=100, f=0.1, tau=12023.05 | 47.28 | |
| Fed-Avgs=100, f=0.1, tau=12023.05 | 46.43 | |
| pFedBayess=100, f=0.1, tau=12023.05 | 45.83 | |
| FedHB-NIWs=100, f=0.1, tau=102023.05 | 36.68 | |
| FedHB-Mixtures=100, f=0.1, tau=102023.05 | 36.32 | |
| FedHB-Mixtures=100, f=1.0, tau=102023.05 | 36.22 | |
| FedHB-NIWs=100, f=1.0, tau=102023.05 | 35.92 | |
| pFedBayess=100, f=0.1, tau=102023.05 | 35.74 | |
| FedPops=100, f=0.1, tau=102023.05 | 35.69 | |
| Fed-BABUs=100, f=1.0, tau=102023.05 | 35.58 | |
| pFedBayess=100, f=1.0, tau=102023.05 | 35.57 | |
| FedBEs=100, f=0.1, tau=102023.05 | 35.51 | |
| Fed-BABUs=100, f=0.1, tau=102023.05 | 35.45 | |
| FedPops=100, f=1.0, tau=102023.05 | 35.36 | |
| FedPAs=100, f=1.0, tau=102023.05 | 35.21 | |
| FedEMs=100, f=1.0, tau=102023.05 | 35.21 | |
| FedPAs=100, f=0.1, tau=102023.05 | 35.06 | |
| FedBEs=100, f=1.0, tau=102023.05 | 34.92 | |
| FedEMs=100, f=0.1, tau=102023.05 | 34.41 | |
| Fed-Proxs=100, f=0.1, tau=102023.05 | 33.92 | |
| Fed-Avgs=100, f=1.0, tau=102023.05 | 33.82 | |
| Fed-Proxs=100, f=1.0, tau=102023.05 | 33.7 | |
| Fed-Avgs=100, f=0.1, tau=102023.05 | 33.57 |