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Zhao-Hui Liu

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Open access Aug 2026

From connectivity to insight: A graph neural network–large language model synergy for scholar–topic recommendation

Research topic selection is a pivotal decision in a scholar’s academic trajectory, yet identifying viable topics remains challenging due to information overload within academic literature. To address these challenges, we propose a novel graph neural network–large language model synergy framework that systematically int...

Chao-Guang Huo, Zhao-Hui Liu, Ting-Ting Dan · 0 citations

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