ResearchBenchmarksFederated Graph Classification on Social across-dataset settingFollow3Communication RoundsCeFGC-18.8128.35275.5422.65Jan 22, 2026Evaluation ResultsMethodMethodLinksCommunication RoundsCommunication Volume (Mbit)CeFGC2026.013163.8CeFGC*2026.01369.32GCFL+2026.01200364.97FedStar2026.01272955.1MOON2026.01301549.28FedDC2026.01321585.786FedAvg2026.01392715.35FedProx2026.015481,000.03