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Enhancing graph contrastive learning with knowledge graph embedding for recommendation

delete2025-12-01
delete0
PRE
AI
T
Tao Xie
X
Xiaofeng Wang *
T
Tianxiang Lv
S
Shuaiming Lai
X
X. R. Zheng
D
Daying Quan
Y
Yuanyuan Qi
X
Xiaofeng Huang *
DOI：10.1016/j.neucom.2025.132283delete
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摘要

摘要

En 中文
• 一种将知识图谱（KG）嵌入与图对比学习相结合的新方法增强了用户-项目交互的表达能力。 • 低秩近似保留了全局结构特征，克服了图对比学习（GCL）中随机扰动带来的局限性。 • 一个将知识图谱（KG）语义融入用户-项目图的一体化框架，实现了更丰富的特征和改进的可解释性。

期刊

Neurocomputing 封面图
Neurocomputing
IF:
6.5
论文数:
2.5W
被引数:
6.5W

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