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GNNs in Recommendation Systems

GNNs in Graph Embedding

References

GNNs in Recommendation Systems

  • BasConv: Aggregating Heterogeneous Interactions for Basket Recommendation with Graph Convolutional Neural Network

    Zhiwei Liu, Mengting Wan, Stephen Guo, Kannan Achan, Philip S. Yu pdf

  • GACOforRec: Session-Based Graph Convolutional Neural Networks Recommendation Model

    Mingge Zhang and Zhenyu Yang pdf

  • Rethinking the Item Order in Session-based Recommendation with Graph Neural Networks

    Qiu Ruihong, Li Jingjing, Huang Zi, Yin Hongzhi pdf

  • Graph Attention Networks for Neural Social Recommendation

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

  • Metapath-guided Heterogeneous Graph Neural Network for Intent Recommendation

    Shaohua Fan, Junxiong Zhu, Xiaotian Han, Chuan Shi, Linmei Hu, Biyu Ma and Yongliang Li pdf

  • Jointing Knowledge Graph and Neural Network for Top-N Recommendation

    Chen W., Chang L., Bin C., Gu T., Jia Z. pdf

  • Hierarchical Graph Neural Networks for Personalized Recommendations with User-Session Context

    Shen X. et al. pdf

  • Interaction Graph Neural Network for News Recommendation

    Qian Y. et al. pdf

  • Personalizing Graph Neural Networks with Attention Mechanism for Session-based Recommendation

    Shu Wu, Mengqi Zhang, Xin Jiang, Xu Ke, Liang Wang pdf

  • Memory Augmented Graph Neural Networks for Sequential Recommendation

    Chen Ma, Liheng Ma, Yingxue Zhang, Jianing Sun, Xue Liu, Mark Coates pdf

  • Solving Cold Start Problem in Recommendation with Attribute Graph Neural Networks

    Tieyun Qian, Yile Liang, Qing Li 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

  • 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

GNNs in Graph Embedding

  • Interpretable Nearest Neighbor Queries for Tree-Structured Data in Vector Databases of Graph-Neural Network Embeddings

    Lukas Pfahler, Jan Richter pdf

  • MAGNN: Metapath Aggregated Graph Neural Network for Heterogeneous Graph Embedding

    Xinyu Fu, Jiani Zhang, Ziqiao Meng, Irwin King pdf

  • A new approach for traffic matrix estimation in high load computer networks based on graph embedding and convolutional neural network

    Mohsen Emami, Reza Akbari, Reza Javidan, Ali Zamani pdf

  • A-GNN: Anchors-Aware Graph Neural Networks for Node Embedding

    Liu C. et al. pdf

  • Heterogeneous Graph Transformer

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

Reference