Neural networks : the official journal of the International Neural Network Society
KnowFlow: Empowering decision-making on networks with knowledge-streamlined agent.
Xiaohan Zheng, Lanning Wei, Huan Zhao, Quanming Yao
Published: 202510.1016/j.neunet.2025.108363
Abstract
Effective decision-making on networks often relies on learning from graph-structured data, where Graph Neural Networks (GNNs) play a central role. However, real-world applications differ substantially in both their tasks and graph characteristics, re…
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