Node Classification on Twitch Gamers Domain Skew Setting (Ratio 1:10:1:1:1:1) 30 Clients
74.06Accuracy (ES)FedProto + FedIA
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| FedProto + FedIASetting=Robust-Verify, Ratio=1:5:1:1:1:1, Clients=202025.09 | 74.06 | 38.95 | 64.02 | 71.94 | 45.53 | 64.02 | 59.8 | 3.29 | |
| FGGP + FedIAEnhancement=FedIA2025.09 | 72.05 | 51.84 | 63.17 | 73.18 | 58.45 | 68.01 | 64.45 | 7.95 | |
| FedAvg + FedIAEnhancement=FedIA2025.09 | 71.29 | 38.95 | 62.75 | 76.4 | 45.53 | 64.02 | 59.82 | 3.32 | |
| FedDyn + FedIAEnhancement=FedIA2025.09 | 71.29 | 38.95 | 62.75 | 76.4 | 45.5 | 64.02 | 59.82 | 3.32 | |
| MOON + FedIASetting=Robust-Verify, Ratio=1:5:1:1:1:1, Clients=202025.09 | 71.11 | 41.15 | 63.33 | 70.05 | 50.16 | 63.33 | 60.04 | 3.53 | |
| FedProx + FedIASetting=Robust-Verify, Ratio=1:5:1:1:1:1, Clients=202025.09 | 70.44 | 54.41 | 59.06 | 68.13 | 57.71 | 59.06 | 62.96 | 6.45 | |
| FedProx + FedIAEnhancement=FedIA2025.09 | 69.98 | 50.57 | 62.56 | 73.29 | 55.37 | 68.85 | 63.44 | 6.94 | |
| MOON + FedIAEnhancement=FedIA2025.09 | 69.95 | 43.33 | 62.42 | 71.56 | 51.49 | 63.58 | 60.39 | 3.89 | |
| FGGP + FedIASetting=Robust-Verify, Ratio=1:5:1:1:1:1, Clients=202025.09 | 68.86 | 69.69 | 51.22 | 62.78 | 60.01 | 72.5 | 64.17 | 7.66 | |
| FGSSL + FedIAEnhancement=FedIA2025.09 | 68.4 | 51.72 | 60.46 | 69.1 | 54.03 | 63.39 | 61.18 | 4.68 | |
| FedDyn + FedIASetting=Robust-Verify, Ratio=1:5:1:1:1:1, Clients=202025.09 | 68.16 | 55.14 | 58.13 | 66.74 | 56.25 | 58.13 | 61.42 | 4.91 | |
| FedAvg + FedIASetting=Robust-Verify, Ratio=1:5:1:1:1:1, Clients=202025.09 | 67.8 | 55.51 | 59.61 | 64.31 | 57.45 | 59.61 | 61.31 | 4.8 | |
| FGSSLSetting=Robust-Verify, Ratio=1:5:1:1:1:1, Clients=202025.09 | 67.71 | 39.2 | 58.91 | 65.73 | 49.5 | 59.83 | 56.81 | 0.3 | |
| FGSSLstatus=baseline2025.09 | 67.19 | 38.97 | 59.58 | 65.36 | 50.01 | 59.35 | 56.74 | 0.24 | |
| FedProtoSetting=Robust-Verify, Ratio=1:5:1:1:1:1, Clients=202025.09 | 67.15 | 38.66 | 58.71 | 65.96 | 48.98 | 59.46 | 56.48 | -0.03 | |
| FedAvgSetting=Robust-Verify, Ratio=1:5:1:1:1:1, Clients=202025.09 | 67.14 | 38.7 | 58.76 | 65.95 | 49.05 | 59.48 | 56.51 | — | |
| FedProtostatus=baseline2025.09 | 67.11 | 38.78 | 59.49 | 65.15 | 48.92 | 59.87 | 56.55 | 0.05 | |
| FedProcSetting=Robust-Verify, Ratio=1:5:1:1:1:1, Clients=202025.09 | 67.04 | 38.72 | 58.77 | 65.94 | 48.88 | 59.41 | 56.46 | -0.05 | |
| MOONSetting=Robust-Verify, Ratio=1:5:1:1:1:1, Clients=202025.09 | 67.03 | 38.77 | 58.97 | 66.07 | 48.72 | 59.35 | 56.49 | -0.02 | |
| FedAvgstatus=baseline2025.09 | 66.98 | 38.76 | 59.38 | 65.06 | 48.87 | 59.97 | 56.5 | — | |
| MOONstatus=baseline2025.09 | 66.95 | 38.76 | 59.56 | 65.52 | 48.58 | 59.74 | 56.52 | 0.02 | |
| FedProxSetting=Robust-Verify, Ratio=1:5:1:1:1:1, Clients=202025.09 | 66.61 | 38.39 | 58.64 | 66.07 | 59.08 | 59.08 | 56.13 | -0.38 | |
| FedProxstatus=baseline2025.09 | 66.45 | 38.47 | 59.63 | 65.55 | 48.02 | 59.48 | 56.27 | -0.23 | |
| FGGPSetting=Robust-Verify, Ratio=1:5:1:1:1:1, Clients=202025.09 | 65.99 | 66.28 | 55.41 | 63.97 | 55.7 | 67.89 | 62.54 | 6.03 | |
| FedSPA + FedIAEnhancement=FedIA2025.09 | 65.29 | 50.95 | 61.02 | 70.4 | 51.53 | 62.75 | 59.8 | 3.3 | |
| FedProc + FedIASetting=Robust-Verify, Ratio=1:5:1:1:1:1, Clients=202025.09 | 64.36 | 60.05 | 55.28 | 62.09 | 57.64 | 67.99 | 61.23 | 4.72 | |
| FGSSL + FedIASetting=Robust-Verify, Ratio=1:5:1:1:1:1, Clients=202025.09 | 64.36 | 56.01 | 56.93 | 63.91 | 56.91 | 56.93 | 59.82 | 3.31 | |
| FGGPstatus=baseline2025.09 | 63.51 | 65.73 | 54.71 | 61.21 | 55.67 | 63.36 | 60.7 | 4.2 | |
| FedProto + FedIAEnhancement=FedIA2025.09 | 62.42 | 54.4 | 60.48 | 63.5 | 56.99 | 61.3 | 59.85 | 3.35 | |
| FedSPA (ablation)Aggregator=FedIA, status=ablation2025.09 | 61.88 | 51.86 | 58.69 | 62.6 | 56.24 | 59.5 | 58.45 | 1.95 | |
| FedSPAstatus=baseline, Aggregator=native HBDA2025.09 | 61.37 | 51.81 | 52.77 | 63.3 | 60.6 | 58.8 | 58.13 | 1.63 | |
| FedDynstatus=baseline2025.09 | 50 | 50 | 50 | 50.03 | 50 | 50 | 50.01 | -6.5 | |
| FedDynSetting=Robust-Verify, Ratio=1:5:1:1:1:1, Clients=202025.09 | 50 | 50 | 50 | 50.06 | 50 | 50 | 50.01 | -6.5 |