Graph Node Classification on METIS k=15
99.5PR-AUC (C2 Partition)Sync-SGD
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Sync-SGDSynchronization Protocol=Sync-SGD, Number of Clients (k)=152026.05 | 99.5 | 92.91 | 89.44 | 82.89 | 85.44 | 85.35 | 82.04 | 88.22 | 18.8 | 16.29 | |
| Sync-SGD + LESynchronization Protocol=Sync-SGD, Layer-wise Exchange (LE)=true, Number of Clients (k)=152026.05 | 97.26 | 90.18 | 88.21 | 84.98 | 88.05 | 84.09 | 83.57 | 88.05 | 18.63 | 16.12 | |
| FedAvg + LESynchronization Protocol=FedAvg, Layer-wise Exchange (LE)=true, Number of Clients (k)=152026.05 | 93.71 | 83.7 | 83.58 | 82.7 | 85.51 | 72.47 | 72.07 | 81.96 | 12.54 | 10.03 | |
| Fully Local + LESynchronization Protocol=Local, Layer-wise Exchange (LE)=true, Number of Clients (k)=152026.05 | 88.89 | 59.44 | 79.23 | 76.69 | 77.98 | 66.77 | 68.33 | 73.9 | 4.48 | 1.97 | |
| OptimESSynchronization Protocol=OptimES, Number of Clients (k)=152026.05 | 76.69 | 69.44 | 81.91 | 80.55 | 83.62 | 71.44 | 72.23 | 76.55 | 7.13 | 4.62 | |
| FedAvgSynchronization Protocol=FedAvg, Number of Clients (k)=152026.05 | 61.05 | 68.51 | 80.48 | 76.71 | 71.32 | 71.41 | 74.06 | 71.93 | 2.51 | — | |
| Fully LocalSynchronization Protocol=Local, Number of Clients (k)=152026.05 | 48.96 | 63.76 | 80 | 78.06 | 76.73 | 68.68 | 69.72 | 69.42 | — | — |