A Comprehensive Survey on Graph Anomaly Detection with Deep Learning

14 June 2021

Jian Yang

Papers citing "A Comprehensive Survey on Graph Anomaly Detection with Deep Learning"

50 / 173 papers shown

Title
Graph Adversarial Immunization for Certifiable Robustness Shuchang Tao Huawei Shen Qi Cao Yunfan Wu Liang Hou Xueqi Cheng AAML 6 5 0 16 Feb 2023
A Comprehensive Survey on Graph Summarization with Graph Neural Networks Nasrin Shabani Jia Wu Amin Beheshti Quan.Z Sheng Jin Foo Venus Haghighi Ambreen Hanif Maryam Shahabikargar GNN AI4TS 40 12 0 13 Feb 2023
Generalized Video Anomaly Event Detection: Systematic Taxonomy and Comparison of Deep Models Yang Liu Dingkang Yang Yan Wang Jing Liu Jun Liu Azzedine Boukerche Peng Sun Liang Song 33 80 0 10 Feb 2023
Generative Diffusion Models on Graphs: Methods and Applications Junfeng Fang Wenqi Fan Yunqing Liu Jiatong Li Hang Li Hui Liu Jiliang Tang Qing Li MedIm DiffM 32 58 0 06 Feb 2023
Graph Neural Networks for temporal graphs: State of the art, open challenges, and opportunities Antonio Longa Veronica Lachi G. Santin Monica Bianchini Bruno Lepri Pietro Lió F. Scarselli Andrea Passerini AI4CE 25 50 0 02 Feb 2023
Graph Anomaly Detection in Time Series: A Survey Thi Kieu Khanh Ho Ali Karami Narges Armanfard AI4TS 26 5 0 31 Jan 2023
State of the Art and Potentialities of Graph-level Learning Zhenyu Yang Ge Zhang Jia Wu Jian Yang Quan.Z Sheng ... Charu C. Aggarwal Hao Peng Wenbin Hu Edwin R. Hancock Pietro Lio' GNN AI4CE 35 10 0 14 Jan 2023
Randomized Message-Interception Smoothing: Gray-box Certificates for Graph Neural Networks Yan Scholten Jan Schuchardt Simon Geisler Aleksandar Bojchevski Stephan Günnemann AAML 23 15 0 05 Jan 2023
Challenges in anomaly and change point detection Madalina Olteanu Fabrice Rossi Florian Yger 21 0 0 27 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
Mul-GAD: a semi-supervised graph anomaly detection framework via aggregating multi-view information Zhiyuan Liu Chunjie Cao Jingzhang Sun 16 9 0 11 Dec 2022
kHGCN: Tree-likeness Modeling via Continuous and Discrete Curvature Learning Menglin Yang Min Zhou Lujia Pan Irwin King 26 18 0 04 Dec 2022
Cross-Domain Graph Anomaly Detection via Anomaly-aware Contrastive Alignment Qizhou Wang Guansong Pang Mahsa Salehi Wray L. Buntine C. Leckie 24 29 0 02 Dec 2022
Graph Anomaly Detection via Multi-Scale Contrastive Learning Networks with Augmented View Jingcan Duan Siwei Wang Pei Zhang En Zhu Jingtao Hu Huan Jin Yue Liu Zhibin Dong 30 80 0 01 Dec 2022
G-CMP: Graph-enhanced Contextual Matrix Profile for unsupervised anomaly detection in sensor-based remote health monitoring Nivedita Bijlani Oscar Alejandro Mendez Maldonado Samaneh Kouchaki 22 3 0 29 Nov 2022
ARISE: Graph Anomaly Detection on Attributed Networks via Substructure Awareness Jingcan Duan Bin Xiao Siwei Wang Haifang Zhou Xinwang Liu AI4TS 22 10 0 28 Nov 2022
A Survey of Deep Graph Clustering: Taxonomy, Challenge, Application, and Open Resource Yue Liu Jun-Xiong Xia Sihang Zhou Xihong Yang K. Liang Chenchen Fan Zhuang Yan Stan Z. Li Xinwang Liu Kunlun He OOD 23 19 0 23 Nov 2022
Anomaly Detection in Multiplex Dynamic Networks: from Blockchain Security to Brain Disease Prediction Ali Behrouz Margo Seltzer 24 19 0 15 Nov 2022
GENIUS: A Novel Solution for Subteam Replacement with Clustering-based Graph Neural Network Chuxuan Hu Qinghai Zhou Hanghang Tong 20 0 0 08 Nov 2022
Classical ensemble of Quantum-classical ML algorithms for Phishing detection in Ethereum transaction networks Anupama Ray Sai Sakunthala Guddanti Vishnu Ajith Dhinakaran Vinayagamurthy 17 5 0 30 Oct 2022
FocusedCleaner: Sanitizing Poisoned Graphs for Robust GNN-based Node Classification Yulin Zhu Liang Tong Gaolei Li Xiapu Luo Kai Zhou 33 4 0 25 Oct 2022
Unsupervised Graph Outlier Detection: Problem Revisit, New Insight, and Superior Method Yihong Huang Liping Wang Fan Zhang Xuemin Lin 25 19 0 24 Oct 2022
GANI: Global Attacks on Graph Neural Networks via Imperceptible Node Injections Junyuan Fang Haixian Wen Jiajing Wu Qi Xuan Zibin Zheng Chi K. Tse AAML 39 22 0 23 Oct 2022
The Devil is in the Conflict: Disentangled Information Graph Neural Networks for Fraud Detection Zhixun Li Dingshuo Chen Qiang Liu Shu Wu AAML 31 15 0 22 Oct 2022
A Survey on Graph Counterfactual Explanations: Definitions, Methods, Evaluation, and Research Challenges Mario Alfonso Prado-Romero Bardh Prenkaj Giovanni Stilo F. Giannotti CML 27 30 0 21 Oct 2022
DAGAD: Data Augmentation for Graph Anomaly Detection Fanzhen Liu Xiaoxiao Ma Jia Wu Jian Yang Shan Xue Amin Beheshti Chuan Zhou Hao Peng Quan.Z Sheng Charu C. Aggarwal 33 43 0 18 Oct 2022
Graph Anomaly Detection with Unsupervised GNNs Lingxiao Zhao Saurabh Sawlani Arvind Srinivasan L. Akoglu 39 17 0 18 Oct 2022
tegdet: An extensible Python Library for Anomaly Detection using Time-Evolving Graphs Simona Bernardi José Merseguer Raúl Javierre AI4TS 21 2 0 17 Oct 2022
G2A2: An Automated Graph Generator with Attributes and Anomalies S. Dey Sonal Jha Wu-chun Feng 26 0 0 14 Oct 2022
Anomaly detection in dynamic networks Sevvandi Kandanaarachchi Rob J. Hyndman AI4TS 17 0 0 13 Oct 2022
Graph Anomaly Detection with Graph Neural Networks: Current Status and Challenges Hwan Kim Byung Suk Lee Won-Yong Shin Sungsu Lim GNN 25 66 0 29 Sep 2022
A Temporal Anomaly Detection System for Vehicles utilizing Functional Working Groups and Sensor Channels Subash Neupane Ivan A. Fernandez Wilson Patterson Sudip Mittal Shahram Rahimi 11 5 0 14 Sep 2022
Complex-Value Spatio-temporal Graph Convolutional Neural Networks and its Applications to Electric Power Systems AI Tong Wu Anna Scaglione D. Arnold GNN 25 11 0 17 Aug 2022
Modeling the Social Influence of COVID-19 via Personalized Propagation with Deep Learning Yufei Liu Jie Cao D. Pi GNN 18 3 0 26 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 16 1 0 08 Jul 2022
DGraph: A Large-Scale Financial Dataset for Graph Anomaly Detection Xuanwen Huang Yang Yang Yang Wang Chunping Wang Zhisheng Zhang Jiarong Xu Lei Chen Michalis Vazirgiannis 16 82 0 30 Jun 2022
Towards Secrecy-Aware Attacks Against Trust Prediction in Signed Social Networks Yulin Zhu Tomasz P. Michalak Xiapu Luo Xiaoge Zhang Kai Zhou AAML 28 0 0 27 Jun 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 23 90 0 21 Jun 2022
Automatic autism spectrum disorder detection using artificial intelligence methods with MRI neuroimaging: A review Parisa Moridian Navid Ghassemi M. Jafari S. Salloum-Asfar Delaram Sadeghi ... A. Subasi R. Alizadehsani Juan M Gorriz Sara A. Abdulla U. Acharya 8 74 0 20 Jun 2022
ADBench: Anomaly Detection Benchmark Songqiao Han Xiyang Hu Hailiang Huang Mingqi Jiang Yue Zhao OOD 41 296 0 19 Jun 2022
A Comprehensive Survey on Deep Clustering: Taxonomy, Challenges, and Future Directions Sheng Zhou Hongjia Xu Zhuonan Zheng Jiawei Chen Zhao Li Jiajun Bu Jia Wu Xin Wang Wenwu Zhu Martin Ester 18 93 0 15 Jun 2022
A Survey of Graph-based Deep Learning for Anomaly Detection in Distributed Systems Armin Danesh Pazho Ghazal Alinezhad Noghre Arnab A. Purkayastha Jagannadh Vempati Otto Martin Hamed Tabkhi GNN 18 35 0 08 Jun 2022
Graph-level Neural Networks: Current Progress and Future Directions Ge Zhang Jia Wu Jian Yang Shan Xue Wenbin Hu Chuan Zhou Hao Peng Quan.Z Sheng Charu C. Aggarwal GNN AI4CE 43 0 0 31 May 2022
Rethinking Graph Neural Networks for Anomaly Detection Jianheng Tang Jiajin Li Zi-Chao Gao Jia Li 71 205 0 31 May 2022
Monitoring of Perception Systems: Deterministic, Probabilistic, and Learning-based Fault Detection and Identification Pasquale Antonante Heath Nilsen Luca Carlone 44 24 0 22 May 2022
Zero Day Threat Detection Using Graph and Flow Based Security Telemetry Christopher Redino Dhruv Nandakumar R. Schiller K. Choi A. Rahman Edward Bowen M. Weeks Aaron Shaha Joe Nehila 17 6 0 04 May 2022
Novel Applications for VAE-based Anomaly Detection Systems Luca Bergamin Tommaso Carraro Mirko Polato F. Aiolli DRL 19 6 0 26 Apr 2022
Open or not open: Are conventional radio access networks more secure and trustworthy than Open-RAN? Felix Klement Stefan Katzenbeisser V. Ulitzsch Juliane Krämer S. Stańczak Zoran Utkovski Igor Bjelakovic Gerhard Wunder 33 15 0 26 Apr 2022
PyGOD: A Python Library for Graph Outlier Detection Kay Liu Yingtong Dou Xueying Ding Xiyang Hu Ruitong Zhang Hao Peng Kai Shu Philip S. Yu AI4TS 24 50 0 26 Apr 2022
Graph Pooling for Graph Neural Networks: Progress, Challenges, and Opportunities Chuang Liu Yibing Zhan Jia Wu Chang Li Bo Du Wenbin Hu Tongliang Liu Dacheng Tao GNN AI4CE 30 80 0 15 Apr 2022