Heterogeneous Graph Neural Networks for Malicious Account Detection

27 February 2020

Papers citing "Heterogeneous Graph Neural Networks for Malicious Account Detection"

46 / 46 papers shown

Title
EAGLE: Contrastive Learning for Efficient Graph Anomaly Detection Jing Ren Mingliang Hou Zhixuan Liu Xiaomei Bai 41 1 0 12 May 2025
Effective High-order Graph Representation Learning for Credit Card Fraud Detection Yao Zou Dawei Cheng 57 1 0 03 Mar 2025
VecAug: Unveiling Camouflaged Frauds with Cohort Augmentation for Enhanced Detection Fei Xiao Shaofeng Cai Wei Zhang H. V. Jagadish Beng Chin Ooi Meihui Zhang 40 0 0 01 Aug 2024
Anomaly Detection in Graph Structured Data: A Survey Prabin B. Lamichhane William Eberle 41 3 0 10 May 2024
RAGFormer: Learning Semantic Attributes and Topological Structure for Fraud Detection Haolin Li Shuyang Jiang Lifeng Zhang Siyuan Du Guangnan Ye Hongfeng Chai 29 0 0 27 Feb 2024
CaT-GNN: Enhancing Credit Card Fraud Detection via Causal Temporal Graph Neural Networks Yifan Duan Guibin Zhang Shilong Wang Xiaojiang Peng Ziqi Wang Junyuan Mao Hao Wu Xinke Jiang Kun Wang 46 6 0 22 Feb 2024
Heterogeneity-aware Cross-school Electives Recommendation: a Hybrid Federated Approach Chengyi Ju Jiannong Cao Yu Yang Zhen-Qun Yang Ho Man Lee 18 0 0 19 Feb 2024
2SFGL: A Simple And Robust Protocol For Graph-Based Fraud Detection Zhirui Pan Guangzhong Wang Zhaoning Li Lifeng Chen Yang Bian Zhongyuan Lai FedML 45 2 0 12 Oct 2023
MHG-GNN: Combination of Molecular Hypergraph Grammar with Graph Neural Network Akihiro Kishimoto Hiroshi Kajino Masataka Hirose Junta Fuchiwaki Indra Priyadarsini Lisa Hamada Hajime Shinohara D. Nakano Seiji Takeda AI4CE 39 4 0 28 Sep 2023
STAG: Enabling Low Latency and Low Staleness of GNN-based Services with Dynamic Graphs Jiawen Wang Quan Chen Deze Zeng Zhuo Song Chen Chen Minyi Guo GNN 60 3 0 27 Sep 2023
Differentially Private Decoupled Graph Convolutions for Multigranular Topology Protection Eli Chien Wei-Ning Chen Chao Pan Pan Li Ayfer Özgür O. Milenkovic 38 12 0 12 Jul 2023
Who Would be Interested in Services? An Entity Graph Learning System for User Targeting Dan Yang Binbin Hu Xiaoyan Yang Yue Shen Qing Cui Jinjie Gu Guannan Zhang 32 4 0 30 May 2023
A Comprehensive Survey on Deep Graph Representation Learning Wei Ju Zheng Fang Yiyang Gu Zequn Liu Qingqing Long ... Jingyang Yuan Yusheng Zhao Yifan Wang Xiao Luo Ming Zhang GNN AI4TS 72 142 0 11 Apr 2023
Cost Sensitive GNN-based Imbalanced Learning for Mobile Social Network Fraud Detection Xinxin Hu Haotian Chen Hongchang Chen Shuxin Liu Xing Li Shibo Zhang Yahui Wang Xiangyang Xue GNN 27 17 0 28 Mar 2023
Illuminati: Towards Explaining Graph Neural Networks for Cybersecurity Analysis Haoyu He Yuede Ji H. H. Huang 27 21 0 26 Mar 2023
Temporal Motifs for Financial Networks: A Study on Mercari, JPMC, and Venmo Platforms Penghang Liu Rupam Acharyya R. E. Tillman Shunya Kimura N. Masuda Ahmet Erdem Sarıyüce 16 4 0 18 Jan 2023
Graph Federated Learning with Hidden Representation Sharing Shuang Wu Mingxuan Zhang Yuantong Li Carl Yang Pan Li FedML 27 1 0 23 Dec 2022
Graph Learning for Anomaly Analytics: Algorithms, Applications, and Challenges Jing Ren Feng Xia Azadeh Noori Hoshyar Charu C. Aggarwal 42 26 0 11 Dec 2022
GNN-SL: Sequence Labeling Based on Nearest Examples via GNN Shuhe Wang Yuxian Meng Rongbin Ouyang Jiwei Li Tianwei Zhang Lingjuan Lyu Guoyin Wang 32 9 0 05 Dec 2022
DGI: Easy and Efficient Inference for GNNs Peiqi Yin Xiao Yan Jinjing Zhou Qiang Fu Zhenkun Cai James Cheng Bo Tang Minjie Wang GNN 36 4 0 28 Nov 2022
Efficient Graph Neural Network Inference at Large Scale Xin-pu Gao Wentao Zhang Yingxia Shao Quoc Viet Hung Nguyen Bin Cui Hongzhi Yin AI4CE GNN 62 8 0 01 Nov 2022
Behavioral graph fraud detection in E-commerce Hang Yin Zitao Zhang Zhurong Wang Yilmazcan Ozyurt Weiming Liang Wenyu Dong Yang Zhao Yinan Shan 16 1 0 13 Oct 2022
Explainable Artificial Intelligence Applications in Cyber Security: State-of-the-Art in Research Zhibo Zhang H. A. Hamadi Ernesto Damiani C. Yeun Fatma Taher AAML 34 148 0 31 Aug 2022
Simple and Efficient Heterogeneous Graph Neural Network Xiaocheng Yang Yurui Lai Shirui Pan Xiaochun Ye Xiaochun Ye 68 123 0 06 Jul 2022
Heterogeneous Information Network based Default Analysis on Banking Micro and Small Enterprise Users Zheng-Chao Zhang Yingsheng Ji Jiachen Shen Xi Zhang Guang-Yu Yang 32 5 0 24 Apr 2022
Improving Fraud Detection via Hierarchical Attention-based Graph Neural Network Yajing Liu Zhengya Sun Wensheng Zhang 27 26 0 12 Feb 2022
Graph Neural Networks: a bibliometrics overview Abdalsamad Keramatfar Mohadeseh Rafiee Hossein Amirkhani GNN AI4CE 42 24 0 03 Jan 2022
A Review on Graph Neural Network Methods in Financial Applications Jianian Wang Shenmin Zhang Yanghua Xiao Rui Song AI4TS 31 104 0 27 Nov 2021
Deep Fraud Detection on Non-attributed Graph Chen Wang Yingtong Dou Min Chen Jia Chen Zhiwei Liu Philip S. Yu GNN 35 19 0 04 Oct 2021
Deep Dual Support Vector Data Description for Anomaly Detection on Attributed Networks Fengbin Zhang Haoyi Fan Ruidong Wang Zuoyong Li Tiancai Liang 24 31 0 01 Sep 2021
Shift-Robust GNNs: Overcoming the Limitations of Localized Graph Training Data Qi Zhu Natalia Ponomareva Jiawei Han Bryan Perozzi OOD 30 106 0 02 Aug 2021
A Comprehensive Survey on Graph Anomaly Detection with Deep Learning Xiaoxiao Ma Jia Wu Shan Xue Jian Yang Chuan Zhou Quan Z. Sheng Hui Xiong Leman Akoglu GNN AI4TS 48 539 0 14 Jun 2021
Federated Graph Learning -- A Position Paper Hu Zhang T. Shen Fei Wu Mingyang Yin Hongxia Yang Chao Wu FedML 24 50 0 24 May 2021
Reinforced Neighborhood Selection Guided Multi-Relational Graph Neural Networks Hao Peng Ruitong Zhang Yingtong Dou Renyu Yang Jingyi Zhang Philip S. Yu 36 115 0 16 Apr 2021
Personalized Entity Resolution with Dynamic Heterogeneous Knowledge Graph Representations Ying Lin H. Wang Jiangning Chen Tong Wang Yue Liu Heng Ji Yang Liu Premkumar Natarajan 26 10 0 06 Apr 2021
Anomaly Detection on Attributed Networks via Contrastive Self-Supervised Learning Yixin Liu Zhao Li Shirui Pan Chen Gong Chuan Zhou George Karypis 49 290 0 27 Feb 2021
Suspicious Massive Registration Detection via Dynamic Heterogeneous Graph Neural Networks Susie Xi Rao Shuai Zhang Zhichao Han Zitao Zhang Wei Min Mo Cheng Yinan Shan Yang Zhao Ce Zhang 19 8 0 20 Dec 2020
A Survey on Heterogeneous Graph Embedding: Methods, Techniques, Applications and Sources Xiao Wang Deyu Bo C. Shi Shaohua Fan Yanfang Ye Philip S. Yu AI4TS 38 295 0 30 Nov 2020
xFraud: Explainable Fraud Transaction Detection Susie Xi Rao Shuai Zhang Zhichao Han Zitao Zhang Wei Min Zhiyao Chen Yinan Shan Yang Zhao Ce Zhang 33 49 0 24 Nov 2020
ASFGNN: Automated Separated-Federated Graph Neural Network Longfei Zheng Jun Zhou Chaochao Chen Bingzhe Wu L. xilinx Wang Benyu Zhang FedML GNN 33 71 0 06 Nov 2020
Enhancing Graph Neural Network-based Fraud Detectors against Camouflaged Fraudsters Yingtong Dou Zhiwei Liu Li Sun Yutong Deng Hao Peng Philip S. Yu AAML 22 454 0 19 Aug 2020
Beyond Graph Neural Networks with Lifted Relational Neural Networks Gustav Sourek F. Železný Ondrej Kuzelka NAI 43 17 0 13 Jul 2020
Bandit Samplers for Training Graph Neural Networks Ziqi Liu Zhengwei Wu Qing Cui Jun Zhou Shuang Yang Le Song Yuan Qi 37 47 0 10 Jun 2020
Alleviating the Inconsistency Problem of Applying Graph Neural Network to Fraud Detection Zhiwei Liu Yingtong Dou Philip S. Yu Yutong Deng Hao Peng GNN 72 271 0 01 May 2020
EnsemFDet: An Ensemble Approach to Fraud Detection based on Bipartite Graph Yuxiang Ren Hao Zhu Jiawei Zhang Peng Dai Liefeng Bo 13 42 0 23 Dec 2019
GResNet: Graph Residual Network for Reviving Deep GNNs from Suspended Animation Jiawei Zhang Lin Meng 21 52 0 12 Sep 2019