Structural Temporal Graph Neural Networks for Anomaly Detection in Dynamic Graphs

15 May 2020

Papers citing "Structural Temporal Graph Neural Networks for Anomaly Detection in Dynamic Graphs"

43 / 43 papers shown

Title
Structural-Temporal Coupling Anomaly Detection with Dynamic Graph Transformer Chang Zong Yueting Zhuang Jian Shao Weiming Lu 39 0 0 13 May 2025
Are We There Yet? Unraveling the State-of-the-Art Graph Network Intrusion Detection Systems Chenglong Wang Pujia Zheng Jiaping Gui Cunqing Hua Wajih Ul Hassan AAML 83 0 0 26 Mar 2025
Semi-supervised Anomaly Detection with Extremely Limited Labels in Dynamic Graphs Jiazhen Chen Sichao Fu Zheng Ma M. Feng T. Wirjanto Qinmu Peng 40 0 0 25 Jan 2025
Optimizing Blockchain Analysis: Tackling Temporality and Scalability with an Incremental Approach with Metropolis-Hastings Random Walks Junliang Luo Xue Liu 29 0 0 21 Jan 2025
Towards Ideal Temporal Graph Neural Networks: Evaluations and Conclusions after 10,000 GPU Hours Yuxin Yang Hongkuan Zhou R. Kannan Viktor Prasanna 30 0 0 31 Dec 2024
A Generalizable Anomaly Detection Method in Dynamic Graphs Xiao Yang Xuejiao Zhao Zhiqi Shen 73 0 0 21 Dec 2024
A Methodological Report on Anomaly Detection on Dynamic Knowledge Graphs Xiaohua Lu Leshanshui Yang 48 0 0 12 Aug 2024
A Comprehensive Survey on the Security of Smart Grid: Challenges, Mitigations, and Future Research Opportunities Arastoo Zibaeirad Farnoosh Koleini Shengping Bi Tao Hou Tao Wang AAML 40 14 0 10 Jul 2024
Anomaly Detection in Dynamic Graphs: A Comprehensive Survey Ocheme Anthony Ekle William Eberle AI4TS 32 10 0 31 May 2024
Learning-Based Link Anomaly Detection in Continuous-Time Dynamic Graphs Tim Postuvan Claas Grohnfeldt Michele Russo Giulio Lovisotto 24 2 0 28 May 2024
AnomalyLLM: Few-shot Anomaly Edge Detection for Dynamic Graphs using Large Language Models Shuo Liu Di Yao Lanting Fang Zhetao Li Wenbin Li Kaiyu Feng XiaoWen Ji Jingping Bi 32 0 0 13 May 2024
Anomaly Detection in Graph Structured Data: A Survey Prabin B. Lamichhane William Eberle 35 3 0 10 May 2024
BotDGT: Dynamicity-aware Social Bot Detection with Dynamic Graph Transformers Buyun He Yingguang Yang Qi Wu Hao Liu Renyu Yang Hao Peng Xiang Wang Yong Liao P. Zhou 21 6 0 23 Apr 2024
GLEMOS: Benchmark for Instantaneous Graph Learning Model Selection Namyong Park Ryan Rossi Xing Wang Antoine Simoulin Nesreen K. Ahmed Christos Faloutsos VLM 51 2 0 02 Apr 2024
Spatial-temporal Memories Enhanced Graph Autoencoder for Anomaly Detection in Dynamic Graphs Jie Liu Xuequn Shang Xiaolin Han Kai Zheng Hongzhi Yin 47 1 0 14 Mar 2024
Spectral Invariant Learning for Dynamic Graphs under Distribution Shifts Zeyang Zhang Xin Eric Wang Ziwei Zhang Zhou Qin Weigao Wen Hui Xue Haoyang Li Wenwu Zhu OOD 31 17 0 08 Mar 2024
Dynamic Graph Information Bottleneck Haonan Yuan Qingyun Sun Xingcheng Fu Cheng Ji Jianxin Li AAML AI4CE 33 8 0 09 Feb 2024
Out-of-Distribution Generalized Dynamic Graph Neural Network for Human Albumin Prediction Zeyang Zhang Xingwang Li Fei Teng Ning Lin Xueling Zhu Xin Eric Wang Wenwu Zhu OOD 31 11 0 27 Nov 2023
Environment-Aware Dynamic Graph Learning for Out-of-Distribution Generalization Haonan Yuan Qingyun Sun Xingcheng Fu Ziwei Zhang Cheng Ji Hao Peng Jianxin Li OOD 25 16 0 18 Nov 2023
LLM4DyG: Can Large Language Models Solve Spatial-Temporal Problems on Dynamic Graphs? Zeyang Zhang Xin Eric Wang Ziwei Zhang Haoyang Li Yi Qin Wenwu Zhu 32 24 0 26 Oct 2023
ForeSeer: Product Aspect Forecasting Using Temporal Graph Embedding Zixuan Liu G. Hiranandani Kun Qian E-Wen Huang Yi Xu Belinda Zeng Karthik Subbian Sheng Wang AI4TS 33 0 0 07 Oct 2023
GLAD: Content-aware Dynamic Graphs For Log Anomaly Detection Yufei Li Yanchi Liu Haoyu Wang Zhengzhang Chen Wei Cheng Yuncong Chen Wenchao Yu Haifeng Chen Cong Liu 19 5 0 12 Sep 2023
A Survey of Imbalanced Learning on Graphs: Problems, Techniques, and Future Directions Zemin Liu Yuan N. Li Nan-Fang Chen Qian Wang Bryan Hooi Bin He FaML 14 13 0 26 Aug 2023
GiGaMAE: Generalizable Graph Masked Autoencoder via Collaborative Latent Space Reconstruction Yucheng Shi Yushun Dong Qiaoyu Tan Jundong Li Ninghao Liu 42 24 0 18 Aug 2023
Crowdsourcing Fraud Detection over Heterogeneous Temporal MMMA Graph Zequan Xu Qihang Sun Shaofeng Hu Jieming Shi Hui Li 19 1 0 05 Aug 2023
Deep graph kernel point processes Zheng Dong Matthew Repasky Xiuyuan Cheng Yao Xie 3DPC 25 3 0 20 Jun 2023
Detecting Socially Abnormal Highway Driving Behaviors via Recurrent Graph Attention Networks Yue Hu Yuhang Zhang Yanbing Wang D. Work GNN 24 7 0 23 Apr 2023
SUREL+: Moving from Walks to Sets for Scalable Subgraph-based Graph Representation Learning Haoteng Yin Muhan Zhang Jianguo Wang Pan Li 61 8 0 06 Mar 2023
Graph Learning for Anomaly Analytics: Algorithms, Applications, and Challenges Jing Ren Feng Xia Azadeh Noori Hoshyar Charu C. Aggarwal 40 26 0 11 Dec 2022
Anomaly Detection in Multiplex Dynamic Networks: from Blockchain Security to Brain Disease Prediction Ali Behrouz Margo Seltzer 16 19 0 15 Nov 2022
DyTed: Disentangled Representation Learning for Discrete-time Dynamic Graph Kaike Zhang Qi Cao Gaolin Fang Bingbing Xu Hongjian Zou Huawei Shen Xueqi Cheng 11 19 0 19 Oct 2022
Citation Trajectory Prediction via Publication Influence Representation Using Temporal Knowledge Graph Chang Zong Y. Zhuang Weiming Lu Jian Shao Siliang Tang 8 1 0 02 Oct 2022
Graph Anomaly Detection with Graph Neural Networks: Current Status and Challenges Hwan Kim Byung Suk Lee Won-Yong Shin Sungsu Lim GNN 17 66 0 29 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 23 11 0 17 Aug 2022
AHEAD: A Triple Attention Based Heterogeneous Graph Anomaly Detection Approach Shujie Yang Binchi Zhang Shangbin Feng Zhaoxuan Tan Qinghua Zheng Jun Zhou Minnan Luo 23 5 0 17 Aug 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 22 49 0 26 Apr 2022
Graph similarity learning for change-point detection in dynamic networks Déborah Sulem Henry Kenlay Mihai Cucuringu Xiaowen Dong 32 14 0 29 Mar 2022
Self-Supervised and Interpretable Anomaly Detection using Network Transformers Daniel L. Marino Chathurika S. Wickramasinghe C. Rieger Milos Manic 29 8 0 25 Feb 2022
LUNAR: Unifying Local Outlier Detection Methods via Graph Neural Networks Adam Goodge Bryan Hooi See Kiong Ng Wee Siong Ng 6 104 0 10 Dec 2021
Anomaly Detection in Dynamic Graphs via Transformer Yixin Liu Shirui Pan Yu Guang Wang Fei Xiong Liang Wang Qingfeng Chen V. C. Lee 26 91 0 18 Jun 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 28 538 0 14 Jun 2021
Foundations and modelling of dynamic networks using Dynamic Graph Neural Networks: A survey Joakim Skarding Bogdan Gabrys Katarzyna Musial AI4CE 14 226 0 13 May 2020
Representation Learning on Graphs with Jumping Knowledge Networks Keyulu Xu Chengtao Li Yonglong Tian Tomohiro Sonobe Ken-ichi Kawarabayashi Stefanie Jegelka GNN 267 1,944 0 09 Jun 2018