ResearchBenchmarksNode Classification on Pubmed (Average F1)Follow65.17Average F1CE-FedGNN25.525235.817646.1156.4024May 25, 2026Evaluation ResultsMethodMethodLinksAverage F1CE-FedGNN2026.0565.17FedGNN-ST2026.0563.47Swift2026.0561.81FedPUB2026.0539.53SC2026.0537.92FedGCN2026.0536.14FedAvg2026.0528.55FedSage+2026.0527.05