ResearchBenchmarksNode Classification on Citeseer (train)Follow96.3F1 ScorePLADIES90.99692.37393.7595.127Dec 26, 2025Evaluation ResultsMethodMethodLinksF1 ScoreMacro F1 ScorePLADIESArchitecture=GraphSAGEArchitecture=GraphSAGE2025.1296.3—BLISSArchitecture=GraphSAGEArchitecture=GraphSAGE2025.1294.7—BLISSArchitecture=GATArchitecture=GAT2025.1292.7—PLADIESArchitecture=GATArchitecture=GAT2025.1291.2—ChaosNetGraph Property=Homophi...Graph Property=Homophilic, Q=0.53, B=0.76, epsilon=0.0985, Aggregation Strategy=mean node aggregation, Dual Loading=true2026.02—70.5