Node Classification on Twitch Gamers Balanced Cross-domain setting 12 clients 1:1:1:1:1:1 ratio
72.27Accuracy (ES)FGGP
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| FGGPFedIA calibration=true2025.09 | 72.27 | 49.72 | 62.05 | 75.03 | 54.99 | 68.92 | 63.83 | 6.61 | |
| FedProxFedIA calibration=true2025.09 | 70.81 | 51.44 | 60.07 | 73.34 | 53.28 | 68.73 | 62.95 | 5.73 | |
| MOONFedIA calibration=true2025.09 | 70.48 | 38.95 | 62.23 | 76.57 | 46.05 | 66.41 | 60.11 | 2.89 | |
| FedDynFedIA calibration=true2025.09 | 69.81 | 53.35 | 61.28 | 69.84 | 56.12 | 68.82 | 63.2 | 5.98 | |
| FGSSLFedIA calibration=true2025.09 | 68.27 | 48.64 | 60.29 | 69.41 | 54.03 | 68 | 61.44 | 4.22 | |
| FedProtoFedIA calibration=true2025.09 | 68.19 | 48.03 | 59.46 | 68.87 | 55.28 | 67.82 | 61.27 | 4.05 | |
| FGGPFedIA calibration=false2025.09 | 67.98 | 65.72 | 56.85 | 66.18 | 56.12 | 69.07 | 63.65 | 6.43 | |
| FedDynFedIA calibration=false2025.09 | 67.51 | 38.86 | 59.45 | 70.83 | 49.31 | 63.65 | 58.27 | 1.05 | |
| FGSSLFedIA calibration=false2025.09 | 67.4 | 38.84 | 59.04 | 69.01 | 49.63 | 62.17 | 57.68 | 0.48 | |
| FedProcFedIA calibration=true2025.09 | 66.7 | 54.68 | 58.53 | 63.26 | 57.25 | 66.08 | 61.08 | 3.86 | |
| MOONFedIA calibration=false2025.09 | 66.55 | 38.37 | 58.7 | 68.95 | 49.18 | 61.46 | 57.2 | -0.02 | |
| FedProtoFedIA calibration=false2025.09 | 66.51 | 38.35 | 58.8 | 68.67 | 49.35 | 61.57 | 57.21 | -0.01 | |
| FedAvgFedIA calibration=false2025.09 | 66.46 | 38.38 | 58.84 | 68.74 | 49.36 | 61.57 | 57.22 | — | |
| FedProcFedIA calibration=false2025.09 | 66.46 | 38.35 | 58.74 | 68.65 | 49.29 | 61.57 | 57.18 | -0.04 | |
| FedProxFedIA calibration=false2025.09 | 65.7 | 38.2 | 58.45 | 68.37 | 48.73 | 61.31 | 56.79 | -0.43 | |
| FedAvgFedIA calibration=true2025.09 | 64.77 | 55.9 | 58.72 | 65.41 | 58.66 | 60.85 | 60.72 | 3.5 |