Xiaohan ZhengLanning WeiHuan ZhaoQuanming Yao2026-03-222026-03-22202510.1016/j.neunet.2025.108363https://doi.org/10.1016/j.neunet.2025.108363https://andeanlibrary.org/handle/123456789/78470enComputer scienceKnowledge graphLeverage (statistics)GraphArtificial intelligenceMachine learningArtificial neural networkTheoretical computer scienceKnowledge extractionKnowledge baseKnowFlow: Empowering decision-making on networks with knowledge-streamlined agentarticle