Node Classification on Louvain (k = 15)
99.33PR-AUC (C2)Sync-SGD
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Sync-SGDLayer-wise Exchange=false, Clients (k)=152026.05 | 99.33 | 95.51 | 93.94 | 85.85 | 89.1 | 92.72 | 89.2 | 92.24 | 21.63 | 18.42 | |
| Sync-SGD + LELayer-wise Exchange=true, Clients (k)=152026.05 | 99.1 | 95.35 | 95.06 | 86.6 | 89.72 | 96.22 | 96.08 | 94.02 | 23.41 | 20.2 | |
| OptimESLayer-wise Exchange=false, Clients (k)=152026.05 | 95.42 | 84.06 | 86.83 | 84.59 | 87.29 | 72.28 | 71.46 | 83.13 | 12.52 | 9.31 | |
| FedAvg + LELayer-wise Exchange=true, Clients (k)=152026.05 | 95.06 | 89.66 | 87.12 | 84.42 | 87.7 | 73.64 | 71.91 | 84.22 | 13.61 | 10.4 | |
| Fully Local + LELayer-wise Exchange=true, Clients (k)=152026.05 | 88.99 | 59.07 | 79.16 | 76.56 | 77.76 | 66.48 | 68.83 | 73.84 | 3.23 | 0.02 | |
| FedAvgLayer-wise Exchange=false, Clients (k)=152026.05 | 56.48 | 70.52 | 85.15 | 78.42 | 74.49 | 75.09 | 76.57 | 73.82 | 3.21 | — | |
| Fully LocalLayer-wise Exchange=false, Clients (k)=152026.05 | 43.5 | 64.15 | 83.57 | 80.94 | 81.17 | 69.74 | 71.21 | 70.61 | — | — |