GNNs in Recommendation Systems

Graph Embedding

References

GNNs in Recommendation Systems

• Adversarial Attack on Community Detection by Hiding Individuals

  Jia Li, Honglei Zhang, Zhichao Han, Yu Rong, Hong Cheng and Junzhou Huang pdf

• Heterogeneous Graph Transformer

  Ziniu Hu, Yuxiao Dong, Kuansan Wang and Yizhou Sun pdf

• Beyond Clicks: Modeling Multi-Relational Item Graph for Session-Based Target Behavior Prediction

  Wen Wang, Wei Zhang, Shukai Liu, Bo Zhang, Leyu Lin and Hongyuan Zha pdf

• Open Knowledge Enrichment for Long-tail Entities

  Ermei Cao, Difeng Wang, Jiacheng Huang and Wei Hu pdf

• Graph Neural Networks for Social Recommendation

  Wenqi Fan, Yao Ma, Qing Li, Yuan He, Eric Zhao, Jiliang Tang, Dawei Yin WWW2019 pdf code

• Graph Convolutional Neural Networks for Web-Scale Recommender Systems

  Rex Ying, Ruining He, Kaifeng Chen, Pong Eksombatchai, William L. Hamilton, Jure Leskovec KDD2018 pdf

• Geometric Matrix Completion with Recurrent Multi-Graph Neural Networks

  Federico Monti, Michael M. Bronstein, Xavier Bresson NIPS2017 pdf code

• Graph Convolutional Matrix Completion

  Rianne van den Berg, Thomas N. Kipf, Max Welling KDD2018 pdf code

• STAR-GCN: Stacked and Reconstructed Graph Convolutional Networks for Recommender Systems

  Jiani Zhang, Xingjian Shi, Shenglin Zhao, Irwin King IJCAI2019 pdf code

• Binarized Collaborative Filtering with Distilling Graph Convolutional Networks

  Haoyu Wang, Defu Lian, Yong Ge IJCAI2019 pdf

• Graph Contextualized Self-Attention Network for Session-based Recommendation

  Chengfeng Xu, Pengpeng Zhao, Yanchi Liu, Victor S. Sheng, Jiajie Xu, Fuzhen Zhuang, Junhua Fang, Xiaofang Zhou IJCAI2019 pdf

• Session-based Recommendation with Graph Neural Networks

  Shu Wu, Yuyuan Tang, Yanqiao Zhu, Liang Wang, Xing Xie, Tieniu Tan AAAI2019 pdf code

• Geometric Hawkes Processes with Graph Convolutional Recurrent Neural Networks

  Jin Shang, Mingxuan Sun AAAI2019 pdf

• Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender Systems

  Hongwei Wang, Fuzheng Zhang, Mengdi Zhang, Jure Leskovec, Miao Zhao, Wenjie Li, Zhongyuan Wang KDD2019 pdf code

• Exact-K Recommendation via Maximal Clique Optimization

  Yu Gong, Yu Zhu, Lu Duan, Qingwen Liu, Ziyu Guan, Fei Sun, Wenwu Ou, Kenny Q. Zhu KDD2019 pdf

• KGAT: Knowledge Graph Attention Network for Recommendation

  Xiang Wang, Xiangnan He, Yixin Cao, Meng Liu, Tat-Seng Chua KDD2019 pdf code

• Knowledge Graph Convolutional Networks for Recommender Systems

  Hongwei Wang, Miao Zhao, Xing Xie, Wenjie Li, Minyi Guo WWW2019 pdf code

• Dual Graph Attention Networks for Deep Latent Representation of Multifaceted Social Effects in Recommender Systems

  Qitian Wu, Hengrui Zhang, Xiaofeng Gao, Peng He, Paul Weng, Han Gao, Guihai Chen WWW2019 pdf code

• Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization

  Hongwei Wang, Fuzheng Zhang, Mengdi Zhang, Jure Leskovec, Miao Zhao, Wenjie Li, Zhongyuan Wang WWW2019 pdf

• SocialGCN: An Efficient Graph Convolutional Network based Model for Social Recommendation

  Le Wu, Peijie Sun, Richang Hong, Yanjie Fu, Xiting Wang, Meng Wang arXiv pdf

• Attention-based Graph Convolutional Network for Recommendation System

  Chenyuan Feng, Zuozhu Liu, Shaowei Lin, Tony Q.S. Quek IEEE pdf

• TRec: an efficient recommendation system for hunting passengers with deep neural networks

  Zhenhua Huang, Guangxu Shan, Jiujun Cheng, Jian Sun Springer

Graph Embedding

Reference

• https://github.com/thunlp/GNNPapers