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层次和对比表示学习应用于知识感知推荐【英文版】.pdf |
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英文标题:Hierarchical and Contrastive Representation Learning for Knowledge-aware Recommendation中文摘要:提出了一种面向知识感知推荐的层次化和对比的表示学习框架 HiCON,其中包括层次化消息聚合机制和跨序对比学习,实验表明 HiCON 对现有方法具有显着的优势。英文摘要:Incorporating knowledge graph into recommendation is an effective way toalleviate data sparsity. Most existing knowledge-aware methods usually performrecursive embedding propagation by enumerating graph neighbors. However, thenumber of nodes' neighbors grows exponentially as the hop number increases,forcing the nodes
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