ResearchBenchmarksNode Classification on Pubmed (inductive)Node Classification on Pubmed (inductive)Follow89.93AccuracyHANG65.926872.158478.3984.6216Oct 17, 2021Jul 12, 2022Apr 6, 2023Dec 30, 2023Sep 23, 2024Jun 18, 2025Mar 13, 2026Evaluation resultsMethodMethodLinksAccuracyDelta MLPDelta GNNHANGAttack=cleanAttack=clean2026.0389.93——HANGAttack=MetaGIAAttack=MetaGIA2026.0387.58——FL-GBelAttack=MetaGIAAttack=MetaGIA2026.0380.2——SAGEBackbone=GraphSAGEBackbone=GraphSAGE2021.1075.26——GLNNBackbone=MLPBackbone=MLP2021.1074.37.45-0.96MLPBackbone=MLPBackbone=MLP2021.1066.85——