Graph Neural Networks in Recommender Systems: A Survey

4 November 2020

Papers citing "Graph Neural Networks in Recommender Systems: A Survey"

50 / 347 papers shown

Title
Generalization of Geometric Graph Neural Networks Zhiyang Wang J. Cerviño Alejandro Ribeiro 30 2 0 08 Sep 2024
High-Dimensional Sparse Data Low-rank Representation via Accelerated Asynchronous Parallel Stochastic Gradient Descent Qicong Hu Hao Wu 23 0 0 29 Aug 2024
Towards Graph Prompt Learning: A Survey and Beyond Qingqing Long Yuchen Yan Peiyan Zhang Chen Fang Wentao Cui ... Shiyue Jiang Zheng Fang Chong Chen Xian-Sheng Hua Yuanchun Zhou AI4CE 36 0 0 26 Aug 2024
Generalization of Graph Neural Networks is Robust to Model Mismatch Zhiyang Wang J. Cerviño Alejandro Ribeiro 45 1 0 25 Aug 2024
Expressive Power of Temporal Message Passing Przemysław Andrzej Wałęga Michael Rawson 38 1 0 19 Aug 2024
ELASTIC: Efficient Linear Attention for Sequential Interest Compression Jiaxin Deng Shiyao Wang Song Lu Yinfeng Li Xinchen Luo Yuanjun Liu Peixing Xu Guorui Zhou 39 0 0 18 Aug 2024
MDS-GNN: A Mutual Dual-Stream Graph Neural Network on Graphs with Incomplete Features and Structure Peng Yuan Peng Tang 33 1 0 09 Aug 2024
Symmetric Graph Contrastive Learning against Noisy Views for Recommendation Chu Zhao Enneng Yang Yuliang Liang Jianzhe Zhao Guibing Guo Xingwei Wang 25 1 0 03 Aug 2024
You Can't Ignore Either: Unifying Structure and Feature Denoising for Robust Graph Learning Tianmeng Yang Jiahao Meng Min Zhou Yaming Yang Yujing Wang Xiangtai Li Yunhai Tong NoLa 29 1 0 01 Aug 2024
Graph Representation Learning via Causal Diffusion for Out-of-Distribution Recommendation Chu Zhao Enneng Yang Yuliang Liang Pengxiang Lan Yuting Liu Jianzhe Zhao Guibing Guo Xingwei Wang OOD DiffM CML 51 5 0 01 Aug 2024
Review of Explainable Graph-Based Recommender Systems Thanet Markchom Huizhi Liang James Ferryman XAI 21 0 0 31 Jul 2024
RevGNN: Negative Sampling Enhanced Contrastive Graph Learning for Academic Reviewer Recommendation Weibin Liao Yifan Zhu Yanyan Li Qi Zhang Zhonghong Ou Xuesong Li 28 4 0 30 Jul 2024
Do We Really Need Graph Convolution During Training? Light Post-Training Graph-ODE for Efficient Recommendation Weizhi Zhang Liangwei Yang Zihe Song Henry Peng Zou Ke Xu Liancheng Fang Philip S. Yu GNN 34 1 0 26 Jul 2024
AutoRDF2GML: Facilitating RDF Integration in Graph Machine Learning Michael Färber David Lamprecht Yuni Susanti AI4CE 38 0 0 26 Jul 2024
Vulnerability Detection in Ethereum Smart Contracts via Machine Learning: A Qualitative Analysis Dalila Ressi Alvise Spanò Lorenzo Benetollo Carla Piazza M. Bugliesi Sabina Rossi 31 1 0 26 Jul 2024
Enhancing Graph Neural Networks with Limited Labeled Data by Actively Distilling Knowledge from Large Language Models Quan Li Tianxiang Zhao Lingwei Chen Junjie Xu Suhang Wang AI4CE 44 0 0 19 Jul 2024
Watermarking Recommender Systems Sixiao Zhang Cheng Long Wei Yuan Hongxu Chen Hongzhi Yin AAML 30 0 0 17 Jul 2024
Probability Passing for Graph Neural Networks: Graph Structure and Representations Joint Learning Ziteng Wang YaXuan He Bin Liu GNN 32 0 0 15 Jul 2024
Graph Transformers: A Survey Ahsan Shehzad Feng Xia Shagufta Abid Ciyuan Peng Shuo Yu Dongyu Zhang Karin Verspoor AI4CE 31 9 0 13 Jul 2024
Beyond Euclid: An Illustrated Guide to Modern Machine Learning with Geometric, Topological, and Algebraic Structures Sophia Sanborn Johan Mathe Mathilde Papillon Domas Buracas Hansen Lillemark Christian Shewmake Abby Bertics Xavier Pennec Nina Miolane 56 4 0 12 Jul 2024
Movie Recommendation with Poster Attention via Multi-modal Transformer Feature Fusion Linhan Xia Yicheng Yang Ziou Chen Zheng Yang Shengxin Zhu 19 1 0 12 Jul 2024
A review of graph neural network applications in mechanics-related domains Yingxue Zhao Haoran Li Haosu Zhou H. Attar Tobias Pfaff Nan Li AI4CE 29 5 0 10 Jul 2024
Advancements in Recommender Systems: A Comprehensive Analysis Based on Data, Algorithms, and Evaluation Xin Ma Mingyue Li Xuguang Liu OffRL 33 0 0 10 Jul 2024
Rethinking the Effectiveness of Graph Classification Datasets in Benchmarks for Assessing GNNs Zhengdao Li Yong Cao Kefan Shuai Yiming Miao Kai Hwang 42 2 0 06 Jul 2024
DiGRAF: Diffeomorphic Graph-Adaptive Activation Function Krishna Sri Ipsit Mantri Xinzhi Wang Carola-Bibiane Schönlieb Bruno Ribeiro Beatrice Bevilacqua Moshe Eliasof GNN 44 1 0 02 Jul 2024
Sequence Graph Network for Online Debate Analysis Quan Mai Susan Gauch Douglas Adams Miaoqing Huang 26 0 0 26 Jun 2024
Sketch-GNN: Scalable Graph Neural Networks with Sublinear Training Complexity Mucong Ding Tahseen Rabbani Bang An Evan Z Wang Furong Huang 23 20 0 21 Jun 2024
Reducing Memory Contention and I/O Congestion for Disk-based GNN Training Qisheng Jiang Lei Jia Chundong Wang GNN 21 1 0 20 Jun 2024
One Fits All: Learning Fair Graph Neural Networks for Various Sensitive Attributes Yuchang Zhu Jintang Li Yatao Bian Zibin Zheng Liang Chen 31 2 0 19 Jun 2024
The Heterophilic Snowflake Hypothesis: Training and Empowering GNNs for Heterophilic Graphs Kun Wang Guibin Zhang Xinnan Zhang Junfeng Fang Xun Wu Guohao Li Shirui Pan Wei-Ming Huang Yuxuan Liang 30 4 0 18 Jun 2024
When Box Meets Graph Neural Network in Tag-aware Recommendation Fake Lin Ziwei Zhao Xi Zhu Da Zhang Shitian Shen Xueying Li Tong Bill Xu Suojuan Zhang Enhong Chen 24 4 0 17 Jun 2024
Scalable Expressiveness through Preprocessed Graph Perturbations Danial Saber Amirali Salehi-Abari 26 1 0 17 Jun 2024
On the Feasibility of Fidelity $^-$ for Graph Pruning Yong-Min Shin Won-Yong Shin 28 0 0 17 Jun 2024
MMBee: Live Streaming Gift-Sending Recommendations via Multi-Modal Fusion and Behaviour Expansion Jiaxin Deng Shiyao Wang Yuchen Wang Jiansong Qi Liqin Zhao Guorui Zhou Gaofeng Meng 26 3 0 15 Jun 2024
TEG-DB: A Comprehensive Dataset and Benchmark of Textual-Edge Graphs Zhuofeng Li Zixing Gou Xiangnan Zhang Zhongyuan Liu Sirui Li Yuntong Hu Chen Ling Zheng Zhang Liang Zhao 29 6 0 14 Jun 2024
TGB 2.0: A Benchmark for Learning on Temporal Knowledge Graphs and Heterogeneous Graphs J. Gastinger Shenyang Huang Mikhail Galkin Erfan Loghmani Ali Parviz ... Emanuele Rossi Ioannis Koutis Heiner Stuckenschmidt Reihaneh Rabbany Guillaume Rabusseau 46 6 0 14 Jun 2024
Efficient Neural Common Neighbor for Temporal Graph Link Prediction Xiaohui Zhang Yanbo Wang Xiyuan Wang Muhan Zhang 26 1 0 12 Jun 2024
A Semantic-Aware and Multi-Guided Network for Infrared-Visible Image Fusion Xiaoli Zhang Liying Wang Libo Zhao Xiongfei Li Siwei Ma 42 0 0 11 Jun 2024
Async Learned User Embeddings for Ads Delivery Optimization Mingwei Tang Meng Liu Hong Yu Li Junjie Yang Chenglin Wei ... Labib Fawaz Li Li Hongnan Wang Bill Zhu Sri Reddy OffRL AI4TS 18 2 0 09 Jun 2024
DUPLEX: Dual GAT for Complex Embedding of Directed Graphs Zhaoru Ke Hang Yu Jianguo Li Haipeng Zhang 33 4 0 08 Jun 2024
SpanGNN: Towards Memory-Efficient Graph Neural Networks via Spanning Subgraph Training Xizhi Gu Hongzheng Li Shihong Gao Xinyan Zhang Lei Chen Yingxia Shao GNN 23 0 0 07 Jun 2024
Efficient Graph Encoder Embedding for Large Sparse Graphs in Python Xihan Qin Cencheng Shen GNN 30 2 0 06 Jun 2024
Enhancing the Resilience of Graph Neural Networks to Topological Perturbations in Sparse Graphs Shuqi He Jun Zhuang Ding Wang Luyao Peng Jun Song AAML 39 1 0 05 Jun 2024
Residual Connections and Normalization Can Provably Prevent Oversmoothing in GNNs Michael Scholkemper Xinyi Wu Ali Jadbabaie Michael T. Schaub 26 6 0 05 Jun 2024
GraphAlign: Pretraining One Graph Neural Network on Multiple Graphs via Feature Alignment Zhenyu Hou Haozhan Li Yukuo Cen Jie Tang Yuxiao Dong 23 6 0 05 Jun 2024
BeFA: A General Behavior-driven Feature Adapter for Multimedia Recommendation Qile Fan Penghang Yu Zhiyi Tan Bing-Kun Bao Guanming Lu 37 1 0 01 Jun 2024
CiliaGraph: Enabling Expression-enhanced Hyper-Dimensional Computation in Ultra-Lightweight and One-Shot Graph Classification on Edge Yuxi Han Jihe Wang Danghui Wang 55 1 0 29 May 2024
Valid Conformal Prediction for Dynamic GNNs Ed Davis Ian Gallagher Daniel J. Lawson Patrick Rubin-Delanchy AI4CE 37 3 0 29 May 2024
A Survey of Latent Factor Models in Recommender Systems Hind I. Alshbanat Hafida Benhidour Said Kerrache LRM BDL 43 1 0 28 May 2024
Survey of Graph Neural Network for Internet of Things and NextG Networks Sabarish Krishna Moorthy Jithin Jagannath 32 2 0 27 May 2024