HicSuntLeones

Sha, X. , Sun, Z. , & Zhang, J. . (2019). Attentive knowledge graph embedding for personalized recommendation.原文：https://arxiv.org/pdf/1910.08288.pdf1 introduction知识图谱（KG）已经被广泛用于推荐系统中，但是主要思路仍集中于以下两个方向：基于路径提取的思路（path-based methods）：有的是要求人手动设计.

Knowledge Graph Convolutional Networks for Recommender SystemsHongwei Wang, Miao Zhao, Xing Xie, Wenjie Li, Minyi Guo.In Proceedings of The 2019 Web Conference (WWW 2019)论文原文（arXiv）：https://arxiv.org/pdf/1904.12575v1.pdf源码：https://github.com/hwwang55.

Xiang Wang, Xiangnan He, Yixin Cao, Meng Liu and Tat-Seng Chua (2019). KGAT: Knowledge Graph Attention Network for Recommendation. Paper in ACM DL or Paper in arXiv. In KDD’19, Anchorage, Alaska, USA, August 4-8, 2019.原文：https://arxiv.org/pdf/1905.07854.

RippleNet: Propagating User Preferences on the Knowledge Graph for Recommender SystemsHongwei Wang, Fuzheng Zhang, Jialin Wang, Miao Zhao, Wenjie Li, Xing Xie, Minyi GuoThe 27th ACM International Conference on Information and Knowledge Management (CIKM .