Node Classification on WikiNet Cross-Domain Ratio 1:1:1
42.99Chameleon AccFGGP + FedIA
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FGGP + FedIARatio=1:1:1, Number of Clients=62025.09 | 42.99 | 14.86 | 29.21 | 29.02 | 18.23 | |
| FedSPARatio=1:1:1, Number of Clients=62025.09 | 37.46 | 23.34 | 38.51 | 33.1 | 22.31 | |
| FedSPA + FedIARatio=1:1:1, Number of Clients=62025.09 | 37.44 | 23.49 | 38.57 | 33.17 | 22.38 | |
| FedSPA (HBDA replaced by FedIA)Ratio=1:1:1, Number of Clients=6, HBDA_replaced_by_FedIA=true2025.09 | 37.34 | 23.18 | 38.51 | 33.01 | 22.22 | |
| FGGPRatio=1:1:1, Number of Clients=62025.09 | 29.25 | 42.79 | 14.78 | 28.94 | 18.15 | |
| FedAvg + FedIARatio=1:1:1, Number of Clients=62025.09 | 25.02 | 20.55 | 21.54 | 22.37 | 11.58 | |
| FedProto + FedIARatio=1:1:1, Number of Clients=62025.09 | 21.46 | 15.07 | 21.25 | 19.26 | 8.47 | |
| FedDyn + FedIARatio=1:1:1, Number of Clients=62025.09 | 20.41 | 14.22 | 19.33 | 17.98 | 7.19 | |
| FedProc + FedIARatio=1:1:1, Number of Clients=62025.09 | 20.04 | 10.34 | 19.96 | 16.78 | 5.99 | |
| MOON + FedIARatio=1:1:1, Number of Clients=62025.09 | 16.54 | 10.13 | 14.28 | 13.65 | 2.86 | |
| FedDynRatio=1:1:1, Number of Clients=62025.09 | 15.45 | 8.5 | 13.46 | 12.47 | 1.68 | |
| FGSSL + FedIARatio=1:1:1, Number of Clients=62025.09 | 14.5 | 7.92 | 13.74 | 12.12 | 1.43 | |
| FGSSLRatio=1:1:1, Number of Clients=62025.09 | 14.45 | 7.97 | 13.64 | 12.02 | 1.23 | |
| FedProx + FedIARatio=1:1:1, Number of Clients=62025.09 | 14.31 | 4.21 | 13.44 | 10.65 | -0.14 | |
| FedAvgRatio=1:1:1, Number of Clients=62025.09 | 12.77 | 7.15 | 12.45 | 10.79 | — | |
| MOONRatio=1:1:1, Number of Clients=62025.09 | 12.72 | 6.83 | 12.56 | 10.7 | -0.09 | |
| FedProtoRatio=1:1:1, Number of Clients=62025.09 | 12.65 | 7.16 | 12.48 | 10.76 | -0.03 | |
| FedProxRatio=1:1:1, Number of Clients=62025.09 | 12.06 | 5.72 | 10.14 | 9.31 | -1.48 | |
| FedProcRatio=1:1:1, Number of Clients=62025.09 | 10.55 | 12.61 | 6.75 | 12.29 | 1.5 |