Node Classification on CiteSeer (Overall-F1, Accuracy, Hete-F1, Hete-min-F1)
77.24AccuracyCUFL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CUFLNumber of Participating Clients=102025.08 | 77.24 | — | — | — | |
| FedSprayNumber of Participating Clients=102025.08 | 75.62 | — | — | — | |
| FedGTANumber of Participating Clients=102025.08 | 74.96 | — | — | — | |
| CUFLNumber of Participating Clients=202025.08 | 72.82 | — | — | — | |
| FED-PUBNumber of Participating Clients=102025.08 | 72.8 | — | — | — | |
| FedGTANumber of Participating Clients=202025.08 | 72.33 | — | — | — | |
| FedSprayNumber of Participating Clients=202025.08 | 72.24 | — | — | — | |
| BoostFGLProtocol=Subgraph-FL2026.01 | 72.22 | 63.85 | 54.42 | 38.32 | |
| CUFLNumber of Participating Clients=52025.08 | 72.04 | — | — | — | |
| FedAvgCLNumber of Participating Clients=202025.08 | 71.72 | — | — | — | |
| FedSage+Protocol=Subgraph-FL2026.01 | 71.48 | 58.95 | 46.43 | 27.2 | |
| FedAvgCLNumber of Participating Clients=52025.08 | 71.36 | — | — | — | |
| FED-PUBNumber of Participating Clients=52025.08 | 71.28 | — | — | — | |
| FedSprayNumber of Participating Clients=52025.08 | 71.27 | — | — | — | |
| LocalNumber of Participating Clients=102025.08 | 71.26 | — | — | — | |
| FedGTANumber of Participating Clients=52025.08 | 71.24 | — | — | — | |
| FED-PUBNumber of Participating Clients=202025.08 | 70.97 | — | — | — | |
| FedProxNumber of Participating Clients=52025.08 | 70.91 | — | — | — | |
| FedPerNumber of Participating Clients=102025.08 | 70.89 | — | — | — | |
| FedGNNNumber of Participating Clients=52025.08 | 70.72 | — | — | — | |
| FedAvgNumber of Participating Clients=52025.08 | 70.69 | — | — | — | |
| LocalNumber of Participating Clients=202025.08 | 70.4 | — | — | — | |
| FedPerNumber of Participating Clients=52025.08 | 70.38 | — | — | — | |
| FedTADNumber of Participating Clients=102025.08 | 70.1 | — | — | — | |
| FedSage+Number of Participating Clients=52025.08 | 70.01 | — | — | — | |
| FedPerNumber of Participating Clients=202025.08 | 69.49 | — | — | — | |
| FedTADNumber of Participating Clients=52025.08 | 69.32 | — | — | — | |
| FairFGLProtocol=Subgraph-FL2026.01 | 69.13 | 61.36 | 48.45 | 34.99 | |
| FedProxNumber of Participating Clients=202025.08 | 68.9 | — | — | — | |
| FedSage+Number of Participating Clients=102025.08 | 68.86 | — | — | — | |
| FedAvgNumber of Participating Clients=202025.08 | 68.8 | — | — | — | |
| AdaFGLProtocol=Subgraph-FL2026.01 | 68.45 | 58.94 | 43.1 | 28.72 | |
| MOONProtocol=Subgraph-FL2026.01 | 67.95 | 57.31 | 41.45 | 25.66 | |
| LocalNumber of Participating Clients=52025.08 | 67.38 | — | — | — | |
| FedTADNumber of Participating Clients=202025.08 | 67.18 | — | — | — | |
| FedAvgProtocol=Subgraph-FL2026.01 | 67 | 57.49 | 41.77 | 25.33 | |
| FedSparyProtocol=Subgraph-FL2026.01 | 66.94 | 57.43 | 43.35 | 26.51 | |
| FedGTAProtocol=Subgraph-FL2026.01 | 66.76 | 57.25 | 43.02 | 24.38 | |
| FedAvgCLNumber of Participating Clients=102025.08 | 66.65 | — | — | — | |
| FedTADProtocol=Subgraph-FL2026.01 | 66.61 | 59.08 | 43.02 | 25.19 | |
| FedGNNNumber of Participating Clients=202025.08 | 66.52 | — | — | — | |
| FedProxNumber of Participating Clients=102025.08 | 66.22 | — | — | — | |
| FedAvgNumber of Participating Clients=102025.08 | 66.19 | — | — | — | |
| FedSage+Number of Participating Clients=202025.08 | 65.36 | — | — | — | |
| FedGNNNumber of Participating Clients=102025.08 | 63.68 | — | — | — |