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Graph-based Anomaly Detection and Description: A Survey

18 April 2014

Papers citing "Graph-based Anomaly Detection and Description: A Survey"

50 / 170 papers shown

Title
Analyzing PDFs like Binaries: Adversarially Robust PDF Malware Analysis via Intermediate Representation and Language Model Side Liu Jiang Ming Guodong Zhou Xinyi Liu Jianming Fu Guojun Peng AAML 17 0 0 20 Jun 2025
Semi-supervised Graph Anomaly Detection via Robust Homophily Learning Guoguo Ai Hezhe Qiao Hui Yan Guansong Pang 37 0 0 18 Jun 2025
HLSAD: Hodge Laplacian-based Simplicial Anomaly Detection Florian Frantzen Michael T. Schaub 43 0 0 30 May 2025
EAGLE: Contrastive Learning for Efficient Graph Anomaly Detection Jing Ren Mingliang Hou Zhixuan Liu Xiaomei Bai 97 1 0 12 May 2025
Efficient Discovery of Motif Transition Process for Large-Scale Temporal Graphs Zhiyuan Zheng Jianpeng Qi Jiantao Li Guoqing Chao Junyu Dong Yanwei Yu 94 0 0 22 Apr 2025
Graph Condensation: A Survey Xin Gao Junliang Yu Wei Jiang Tong Chen Wentao Zhang Hongzhi Yin DD 294 21 0 28 Jan 2025
Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Lili Zhang Quanyan Zhu Herman Ray Ying Xie 97 0 0 26 Jan 2025
Extreme Value Modelling of Feature Residuals for Anomaly Detection in Dynamic Graphs Sevvandi Kandanaarachchi Conrad Sanderson Rob J. Hyndman 101 0 0 08 Oct 2024
Deep Graph Anomaly Detection: A Survey and New Perspectives Hezhe Qiao Hanghang Tong Bo An Irwin King Charu Aggarwal Guansong Pang 87 8 0 16 Sep 2024
Network Analytics for Anti-Money Laundering -- A Systematic Literature Review and Experimental Evaluation Bruno Deprez Toon Vanderschueren Bart Baesens Tim Verdonck Wouter Verbeke 235 5 0 29 May 2024
Guarding Graph Neural Networks for Unsupervised Graph Anomaly Detection Yuanchen Bei Sheng Zhou Jinke Shi Yao Ma Haishuai Wang Jiajun Bu 95 1 0 25 Apr 2024
Leveraging advances in machine learning for the robust classification and interpretation of networks R. Appaw N. Fountain‐Jones M. A. Charleston 28 0 0 20 Mar 2024
Open-Set Graph Anomaly Detection via Normal Structure Regularisation Qizhou Wang Guansong Pang Mahsa Salehi Wray Buntine Christopher Leckie 86 3 0 12 Nov 2023
2SFGL: A Simple And Robust Protocol For Graph-Based Fraud Detection Zhirui Pan Guangzhong Wang Zhaoning Li Lifeng Chen Yang Bian Zhongyuan Lai FedML 91 2 0 12 Oct 2023
Class Label-aware Graph Anomaly Detection Junghoon Kim Yeonjun In Kanghoon Yoon Junmo Lee Chanyoung Park 50 10 0 22 Aug 2023
Improving Generalizability of Graph Anomaly Detection Models via Data Augmentation Shuang Zhou Xiao Shi Huang Ninghao Liu Huachi Zhou F. Chung Longhai Huang 141 26 0 18 Jun 2023
DGNN-Booster: A Generic FPGA Accelerator Framework For Dynamic Graph Neural Network Inference Han-Chen Chen Cong Hao GNN AI4CE 89 9 0 13 Apr 2023
Seq-HyGAN: Sequence Classification via Hypergraph Attention Network Khaled Mohammed Saifuddin Corey May Farhan Tanvir Muhammad Ifte Khairul Islam Esra Akbas GNN 85 9 0 04 Mar 2023
Artificial Benchmark for Community Detection with Outliers (ABCD+o) Bogumil Kamiñski P. Prałat F. Théberge 41 12 0 13 Jan 2023
EDoG: Adversarial Edge Detection For Graph Neural Networks Xiaojun Xu Yue Yu Hanzhang Wang Alok Lal C.A. Gunter Bo Li AAML 142 11 0 27 Dec 2022
Challenges in anomaly and change point detection Madalina Olteanu Fabrice Rossi Florian Yger 59 0 0 27 Dec 2022
Graph Learning for Anomaly Analytics: Algorithms, Applications, and Challenges Jing Ren Xiwei Xu Azadeh Noori Hoshyar Charu C. Aggarwal 90 27 0 11 Dec 2022
Fraud Analytics: A Decade of Research -- Organizing Challenges and Solutions in the Field Christopher Bockel-Rickermann Tim Verdonck Wouter Verbeke 91 12 0 07 Dec 2022
A machine learning approach to support decision in insider trading detection Piero Mazzarisi Adele Ravagnani Paola Deriu Fabrizio Lillo F. Medda Antonio Russo 26 1 0 06 Dec 2022
Self-supervised Graph Representation Learning for Black Market Account Detection Zequan Xu Lianyun Li Hui Li Qihang Sun Shaofeng Hu Rongrong Ji 88 1 0 06 Dec 2022
Cross-Domain Graph Anomaly Detection via Anomaly-aware Contrastive Alignment Qizhou Wang Guansong Pang Mahsa Salehi Wray Buntine C. Leckie 103 31 0 02 Dec 2022
Anomaly Detection in Multiplex Dynamic Networks: from Blockchain Security to Brain Disease Prediction Ali Behrouz Margo Seltzer 61 20 0 15 Nov 2022
Unsupervised Graph Outlier Detection: Problem Revisit, New Insight, and Superior Method Yihong Huang Liping Wang Fan Zhang Xuemin Lin 91 25 0 24 Oct 2022
DAGAD: Data Augmentation for Graph Anomaly Detection Fanzhen Liu Xiaoxiao Ma Hongzhi Zhang Jian Yang Shan Xue Amin Beheshti Chuan Zhou Hao Peng Quan.Z Sheng Charu C. Aggarwal 88 47 0 18 Oct 2022
Graph Anomaly Detection with Unsupervised GNNs Lingxiao Zhao Saurabh Sawlani Arvind Srinivasan Leman Akoglu 75 17 0 18 Oct 2022
Graph Anomaly Detection with Graph Neural Networks: Current Status and Challenges Hwan Kim Byung Suk Lee Won-Yong Shin Sungsu Lim GNN 74 74 0 29 Sep 2022
Collaborative Anomaly Detection Ke Bai Aonan Zhang Zhizhong Li Ricardo Heano Chong-Jun Wang Lawrence Carin 44 1 0 20 Sep 2022
LTE4G: Long-Tail Experts for Graph Neural Networks Sukwon Yun Kibum Kim Kanghoon Yoon Chanyoung Park 107 42 0 22 Aug 2022
Scrutinizing Shipment Records To Thwart Illegal Timber Trade Debanjan Datta S. Muthiah J. Simeone A. Meadows Naren Ramakrishnan 46 1 0 31 Jul 2022
Digraphwave: Scalable Extraction of Structural Node Embeddings via Diffusion on Directed Graphs Ciwan Ceylan Kambiz Ghoorchian Danica Kragic 42 1 0 20 Jul 2022
GCN-based Multi-task Representation Learning for Anomaly Detection in Attributed Networks Venus Haghighi Behnaz Soltani A. Mahmood Quan.Z Sheng Jian Yang 45 1 0 08 Jul 2022
BOND: Benchmarking Unsupervised Outlier Node Detection on Static Attributed Graphs Kay Liu Yingtong Dou Yue Zhao Xueying Ding Xiyang Hu ... Lichao Sun Jundong Li George H. Chen Zhihao Jia Philip S. Yu OOD 101 99 0 21 Jun 2022
From Bi-Level to One-Level: A Framework for Structural Attacks to Graph Anomaly Detection Yulin Zhu Y. Lai Kaifa Zhao Xi Luo Min Yuan Jun Wu Jian Ren Kai Zhou 76 1 0 16 Jun 2022
Raising the Bar in Graph-level Anomaly Detection Chen Qiu Marius Kloft Stephan Mandt Maja R. Rudolph 71 65 0 27 May 2022
Unsupervised Abnormal Traffic Detection through Topological Flow Analysis Paul Irofti Andrei Puatracscu Andrei Iulian Hiji 24 2 0 14 May 2022
Scalable Motif Counting for Large-scale Temporal Graphs Zhongqiang Gao Chuanqi Cheng Yanwei Yu Lei Cao Chao Huang Junyu Dong AI4TS 64 17 0 20 Apr 2022
Co-Membership-based Generic Anomalous Communities Detection Shay Lapid Dima Kagan Michael Fire 31 0 0 30 Mar 2022
Context-Dependent Anomaly Detection with Knowledge Graph Embedding Models Nathan Vaska Kevin J. Leahy Victoria Helus 31 1 0 17 Mar 2022
Towards Digital Twin Oriented Modelling of Complex Networked Systems and Their Dynamics: A Comprehensive Survey Jiaqi Wen Bogdan Gabrys Katarzyna Musial AI4CE 78 30 0 15 Feb 2022
Community-based anomaly detection using spectral graph filtering Rodrigo Francisquini A. C. Lorena M. C. Nascimento 44 16 0 24 Jan 2022
BFS based distributed algorithm for parallel local directed sub-graph enumeration Itay Levinas Roy Scherz Y. Louzoun 31 2 0 06 Jan 2022
ANUBIS: A Provenance Graph-Based Framework for Advanced Persistent Threat Detection M. Anjum Shahrear Iqbal B. Hamelin 34 29 0 21 Dec 2021
Deep Graph-level Anomaly Detection by Glocal Knowledge Distillation Rongrong Ma Guansong Pang Ling-Hao Chen Anton Van Den Hengel 72 94 0 19 Dec 2021
Efficient and Scalable Graph Pattern Mining on GPUs Xuhao Chen Arvind Mit Csail GNN 72 33 0 17 Dec 2021
Survey of Generative Methods for Social Media Analysis Stan Matwin Aristides Milios P. Prałat Amilcar Soares Franccois Théberge 62 4 0 13 Dec 2021