Anomaly Detection on Attributed Networks via Contrastive Self-Supervised Learning

27 February 2021

George Karypis

Papers citing "Anomaly Detection on Attributed Networks via Contrastive Self-Supervised Learning"

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Title
CtxMIM: Context-Enhanced Masked Image Modeling for Remote Sensing Image Understanding Mingming Zhang Qingjie Liu Yunhong Wang 17 5 0 28 Sep 2023
Normality Learning-based Graph Anomaly Detection via Multi-Scale Contrastive Learning Jingcan Duan Pei Zhang Siwei Wang Jingtao Hu Hu Jin Jiaxin Zhang Haifang Zhou Xinwang Liu 19 9 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 11 12 0 26 Aug 2023
Class Label-aware Graph Anomaly Detection Junghoon Kim Yeonjun In Kanghoon Yoon Junmo Lee Chanyoung Park 9 9 0 22 Aug 2023
Label-based Graph Augmentation with Metapath for Graph Anomaly Detection Hwan Kim Junghoon Kim Byung Suk Lee Sungsu Lim 8 0 0 21 Aug 2023
A Graph Encoder-Decoder Network for Unsupervised Anomaly Detection Mahsa Mesgaran A. Ben Hamza 18 3 0 15 Aug 2023
Homophily-enhanced Structure Learning for Graph Clustering Ming Gu Gaoming Yang Sheng Zhou Ning Ma Jiawei Chen Qiaoyu Tan Meihan Liu Jiajun Bu 22 12 0 10 Aug 2023
Discriminative Graph-level Anomaly Detection via Dual-students-teacher Model Fu Lin Xuexiong Luo Jia Wu Jian Yang Shan Xue Zitong Wang Haonan Gong 11 4 0 03 Aug 2023
Graph Anomaly Detection at Group Level: A Topology Pattern Enhanced Unsupervised Approach Xing Ai Jialong Zhou Yulin Zhu Gaolei Li Tomasz P. Michalak Xi Luo Kai Zhou 22 0 0 02 Aug 2023
BOURNE: Bootstrapped Self-supervised Learning Framework for Unified Graph Anomaly Detection Jie Liu Mengting He Xuequn Shang Jieming Shi Bin Cui Hongzhi Yin 11 8 0 28 Jul 2023
Graph-level Anomaly Detection via Hierarchical Memory Networks Chaoxi Niu Guansong Pang Ling-Hao Chen 13 9 0 03 Jul 2023
Improving Generalizability of Graph Anomaly Detection Models via Data Augmentation Shuang Zhou Xiao Shi Huang Ninghao Liu Huachi Zhou F. Chung Longhai Huang 23 22 0 18 Jun 2023
Structure-free Graph Condensation: From Large-scale Graphs to Condensed Graph-free Data Xin Zheng Miao Zhang C. Chen Quoc Viet Hung Nguyen Xingquan Zhu Shirui Pan DD 24 35 0 05 Jun 2023
GAD-NR: Graph Anomaly Detection via Neighborhood Reconstruction Amit Roy Juan Shu Jia Li Carl Yang Olivier Elshocht Jeroen Smeets P. Li 26 40 0 02 Jun 2023
Truncated Affinity Maximization: One-class Homophily Modeling for Graph Anomaly Detection Hezhe Qiao Guansong Pang 4 24 0 29 May 2023
SAD: Semi-Supervised Anomaly Detection on Dynamic Graphs Sheng Tian Jihai Dong Jintang Li Wenlong Zhao Xiaolong Xu Baokun Wang Bowen Song Changhua Meng Tianyi Zhang Liang Chen 17 30 0 23 May 2023
Towards Complex Dynamic Physics System Simulation with Graph Neural ODEs Guangsi Shi Daokun Zhang Ming Jin Shirui Pan Philip S. Yu AI4CE 16 2 0 21 May 2023
Revisiting Graph Contrastive Learning for Anomaly Detection Zhiyuan Liu Chunjie Cao Fangjian Tao Jingzhang Sun 12 5 0 04 May 2023
Decoupling anomaly discrimination and representation learning: self-supervised learning for anomaly detection on attributed graph Yanming Hu Chuan Chen Bowen Deng Yujing Lai Hao Lin Zibin Zheng Jing Bian 16 1 0 11 Apr 2023
Hierarchically Fusing Long and Short-Term User Interests for Click-Through Rate Prediction in Product Search Qijie Shen Hong Wen Jing Zhang Qi Rao 9 13 0 04 Apr 2023
Abnormal Event Detection via Hypergraph Contrastive Learning Bo Yan Cheng Yang Chuan Shi Jiawei Liu Xiaochen Wang 9 3 0 02 Apr 2023
SeeGera: Self-supervised Semi-implicit Graph Variational Auto-encoders with Masking Xiang Li Tiandi Ye Caihua Shan Dongsheng Li Ming Gao SSL 18 30 0 29 Jan 2023
Few-shot Font Generation by Learning Style Difference and Similarity Xiao He Mingrui Zhu N. Wang Xinbo Gao Heng Yang 8 5 0 24 Jan 2023
Subgraph Centralization: A Necessary Step for Graph Anomaly Detection Zhuang Zhong Kai Ming Ting Guansong Pang Shuaibin Song 11 7 0 17 Jan 2023
A Novel Self-Supervised Learning-Based Anomaly Node Detection Method Based on an Autoencoder in Wireless Sensor Networks Miao Ye Qinghao Zhang Xingsi Xue Yong Wang Qiuxiang Jiang Hongbing Qiu 6 0 0 26 Dec 2022
Coarse-to-Fine Contrastive Learning on Graphs Peiyao Zhao Yuangang Pan Xin Li Xu Chen Ivor W. Tsang L. Liao SSL 26 4 0 13 Dec 2022
Graph Learning for Anomaly Analytics: Algorithms, Applications, and Challenges Jing Ren Feng Xia Azadeh Noori Hoshyar Charu C. Aggarwal 22 25 0 11 Dec 2022
Cross-Domain Graph Anomaly Detection via Anomaly-aware Contrastive Alignment Qizhou Wang Guansong Pang Mahsa Salehi Wray L. Buntine C. Leckie 13 28 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 22 78 0 01 Dec 2022
ARISE: Graph Anomaly Detection on Attributed Networks via Substructure Awareness Jingcan Duan Bin Xiao Siwei Wang Haifang Zhou Xinwang Liu AI4TS 10 10 0 28 Nov 2022
Beyond Smoothing: Unsupervised Graph Representation Learning with Edge Heterophily Discriminating Yixin Liu Yizhen Zheng Daokun Zhang V. Lee Shirui Pan 14 69 0 25 Nov 2022
Graph Sequential Neural ODE Process for Link Prediction on Dynamic and Sparse Graphs Linhao Luo Reza Haffari Shirui Pan AI4TS 23 30 0 15 Nov 2022
GOOD-D: On Unsupervised Graph Out-Of-Distribution Detection Yixin Liu Kaize Ding Huan Liu Shirui Pan 17 52 0 08 Nov 2022
Unsupervised Graph Outlier Detection: Problem Revisit, New Insight, and Superior Method Yihong Huang Liping Wang Fan Zhang Xuemin Lin 10 19 0 24 Oct 2022
Unifying Graph Contrastive Learning with Flexible Contextual Scopes Yizhen Zheng Yu Zheng Xiaofei Zhou Chen Gong V. Lee Shirui Pan 12 16 0 17 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 63 0 29 Sep 2022
Federated Learning from Pre-Trained Models: A Contrastive Learning Approach Yue Tan Guodong Long Jie Ma Lu Liu Tianyi Zhou Jing Jiang FedML 16 112 0 21 Sep 2022
Hyperbolic Self-supervised Contrastive Learning Based Network Anomaly Detection Yuan Shi 8 0 0 12 Sep 2022
Rethinking Efficiency and Redundancy in Training Large-scale Graphs Xin Liu Xunbin Xiong Mingyu Yan Runzhen Xue Shirui Pan Xiaochun Ye Dongrui Fan 8 1 0 02 Sep 2022
Self-Supervised Learning for Anomalous Channel Detection in EEG Graphs: Application to Seizure Analysis Thi Kieu Khanh Ho Narges Armanfard 11 43 0 15 Aug 2022
GSim: A Graph Neural Network based Relevance Measure for Heterogeneous Graphs Linhao Luo Yixiang Fang Moli Lu Xin Cao Xiaofeng Zhang Wenjie Zhang 30 3 0 12 Aug 2022
Path-aware Siamese Graph Neural Network for Link Prediction Jingsong Lv Zhao Li Hongyang Chen Yao Qi Chunqi Wu 21 3 0 10 Aug 2022
Curved Geometric Networks for Visual Anomaly Recognition Jie Hong Pengfei Fang Weihao Li Junlin Han L. Petersson Mehrtash Harandi 20 6 0 02 Aug 2022
Digraphwave: Scalable Extraction of Structural Node Embeddings via Diffusion on Directed Graphs Ciwan Ceylan Kambiz Ghoorchian Danica Kragic 17 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 14 1 0 08 Jul 2022
Geometry Contrastive Learning on Heterogeneous Graphs Shichao Zhu Chuan Zhou Anfeng Cheng Shirui Pan Shuaiqiang Wang Dawei Yin Bin Wang SSL 23 1 0 25 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 19 86 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 22 1 0 16 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 8 32 0 08 Jun 2022
Rethinking and Scaling Up Graph Contrastive Learning: An Extremely Efficient Approach with Group Discrimination Yizhen Zheng Shirui Pan Vincent C. S. Lee Yu Zheng Philip S. Yu 12 94 0 03 Jun 2022