Smart library personalized resource proactive recommendation system integrating user profiling and knowledge graphs.

To alleviate these issues, the introduction of knowledge graphs as auxiliary information into recommendation systems has become an important trend in recent years, with a large number of studies demonstrating their ability to significantly enhance recommendation accuracy and interpretability 3 .

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