Graph Neural Network-Based Anomaly Detection in Multivariate Time Series

13 June 2021

Bryan Hooi

Papers citing "Graph Neural Network-Based Anomaly Detection in Multivariate Time Series"

50 / 193 papers shown

Title
Persistent homology of featured time series data and its applications Eunwoo Heo Jae-Hun Jung 43 0 0 08 May 2024
Position: Quo Vadis, Unsupervised Time Series Anomaly Detection? M. Sarfraz Mei-Yen Chen Lukas Layer Kunyu Peng Marios Koulakis 35 3 0 04 May 2024
Sub-Adjacent Transformer: Improving Time Series Anomaly Detection with Reconstruction Error from Sub-Adjacent Neighborhoods Wenzhen Yue Xianghua Ying Ruohao Guo DongDong Chen Ji Shi Bowei Xing Yuqing Zhu Taiyan Chen AI4TS 29 3 0 27 Apr 2024
Feature graph construction with static features for malware detection Binghui Zou Chunjie Cao Longjuan Wang Yinan Cheng Jingzhang Sun 33 0 0 25 Apr 2024
HCL-MTSAD: Hierarchical Contrastive Consistency Learning for Accurate Detection of Industrial Multivariate Time Series Anomalies Haili Sun Yan-Ming Huang Lansheng Han Cai Fu Chunjie Zhou 28 0 0 12 Apr 2024
Physics-Enhanced Graph Neural Networks For Soft Sensing in Industrial Internet of Things Keivan Faghih Niresi Hugo Bissig Henri Baumann Olga Fink AI4CE 46 2 0 11 Apr 2024
Virtual Sensor for Real-Time Bearing Load Prediction Using Heterogeneous Temporal Graph Neural Networks Mengjie Zhao C. Taal Stephan Baggerohr Olga Fink 32 4 0 02 Apr 2024
Graph-Jigsaw Conditioned Diffusion Model for Skeleton-based Video Anomaly Detection Ali Karami Thi Kieu Khanh Ho Narges Armanfard DiffM 31 4 0 18 Mar 2024
From Chaos to Clarity: Time Series Anomaly Detection in Astronomical Observations Xinli Hao Yile Chen Chen Yang Zhihui Du Chaohong Ma Chao Wu Xiaofeng Meng 32 3 0 15 Mar 2024
Reproducibility and Geometric Intrinsic Dimensionality: An Investigation on Graph Neural Network Research Tobias Hille Maximilian Stubbemann Tom Hanika AI4CE 36 0 0 13 Mar 2024
Towards efficient deep autoencoders for multivariate time series anomaly detection Marcin Pietroñ Dominik Zurek Kamil Faber Roberto Corizzo 29 0 0 04 Mar 2024
Collaborate to Adapt: Source-Free Graph Domain Adaptation via Bi-directional Adaptation Zhen Zhang Meihan Liu Anhui Wang Hongyang Chen Zhao Li Jiajun Bu Bingsheng He TTA 33 10 0 03 Mar 2024
Benchmarking Anomaly Detection Algorithms: Deep Learning and Beyond Santonu Sarkar Shanay Mehta Nicole Fernandes Jyotirmoy Sarkar S. Sarkar Snehanshu Saha 41 2 0 11 Feb 2024
SupplyGraph: A Benchmark Dataset for Supply Chain Planning using Graph Neural Networks Azmine Toushik Wasi MD Shafikul Islam Adipto Raihan Akib 44 3 0 27 Jan 2024
Large Language Model Guided Knowledge Distillation for Time Series Anomaly Detection Chen Liu Shibo He Qihang Zhou Shizhong Li Wenchao Meng AI4TS 28 15 0 26 Jan 2024
Edge Conditional Node Update Graph Neural Network for Multi-variate Time Series Anomaly Detection H. Jo Seong-Whan Lee 30 2 0 25 Jan 2024
DACR: Distribution-Augmented Contrastive Reconstruction for Time-Series Anomaly Detection Lixu Wang Shichao Xu Xinyu Du Qi Zhu 27 1 0 20 Jan 2024
TreeMIL: A Multi-instance Learning Framework for Time Series Anomaly Detection with Inexact Supervision Chen Liu Shibo He Haoyu Liu Shizhong Li AI4TS 32 4 0 20 Jan 2024
A Hierarchical Framework with Spatio-Temporal Consistency Learning for Emergence Detection in Complex Adaptive Systems Siyuan Chen Xin Du Jiahai Wang 49 0 0 18 Jan 2024
Graph Spatiotemporal Process for Multivariate Time Series Anomaly Detection with Missing Values Yu Zheng Huan Yee Koh Ming Jin Lianhua Chi Haishuai Wang Khoa T. Phan Yi-Ping Phoebe Chen Shirui Pan Wei Xiang AI4TS 39 14 0 11 Jan 2024
Use of Graph Neural Networks in Aiding Defensive Cyber Operations Shaswata Mitra Trisha Chakraborty Subash Neupane Aritran Piplai Sudip Mittal AAML 45 3 0 11 Jan 2024
MTAD: Tools and Benchmarks for Multivariate Time Series Anomaly Detection Jinyang Liu Wen-Cheng Gu Zhuangbin Chen Yichen Li Yuxin Su Michael R. Lyu AI4TS 15 2 0 10 Jan 2024
TelTrans: Applying Multi-Type Telecom Data to Transportation Evaluation and Prediction via Multifaceted Graph Modeling ChungYi Lin Shen-Lung Tung Hung-Ting Su Winston H. Hsu 15 2 0 06 Jan 2024
Signed Graph Neural Ordinary Differential Equation for Modeling Continuous-time Dynamics Lanlan Chen K. Wu Jian Lou Jing Liu 31 6 0 18 Dec 2023
Label-Free Multivariate Time Series Anomaly Detection Qihang Zhou Shibo He Haoyu Liu Jiming Chen Wenchao Meng AI4TS 19 10 0 17 Dec 2023
TSRNet: Simple Framework for Real-time ECG Anomaly Detection with Multimodal Time and Spectrogram Restoration Network Nhat-Tan Bui Dinh-Hieu Hoang Thinh Phan Minh-Triet Tran Brijesh Patel Don Adjeroh Ngan Le 34 1 0 15 Dec 2023
Entropy Causal Graphs for Multivariate Time Series Anomaly Detection F. Febrinanto Kristen Moore Chandra Thapa Mujie Liu Vidya Saikrishna Jiangang Ma Feng Xia CML 25 2 0 15 Dec 2023
Securing Graph Neural Networks in MLaaS: A Comprehensive Realization of Query-based Integrity Verification Bang Wu Xingliang Yuan Shuo Wang Qi Li Minhui Xue Shirui Pan 26 8 0 13 Dec 2023
GraphGuard: Detecting and Counteracting Training Data Misuse in Graph Neural Networks Bang Wu He Zhang Xiangwen Yang Shuo Wang Minhui Xue Shirui Pan Xingliang Yuan 61 6 0 13 Dec 2023
Detecting Contextual Network Anomalies with Graph Neural Networks Hamid Latif José Suárez-Varela A. Cabellos-Aparicio Pere Barlet-Ros AI4TS 39 2 0 11 Dec 2023
EdgeConvFormer: Dynamic Graph CNN and Transformer based Anomaly Detection in Multivariate Time Series Jie Liu Qilin Li Senjian An Bradley Ezard Ling Li AI4TS 17 1 0 04 Dec 2023
TransNAS-TSAD: Harnessing Transformers for Multi-Objective Neural Architecture Search in Time Series Anomaly Detection Ijazul Haq Byung Suk Lee Donna M. Rizzo AI4TS 18 5 0 29 Nov 2023
Diagnosis driven Anomaly Detection for CPS Henrik S. Steude Lukas Moddemann Alexander Diedrich Jonas Ehrhardt Oliver Niggemann 17 2 0 27 Nov 2023
Learning Multi-Pattern Normalities in the Frequency Domain for Efficient Time Series Anomaly Detection Feiyi Chen Yingying Zhang Zhen Qin Lunting Fan Renhe Jiang Yuxuan Liang Qingsong Wen Shuiguang Deng AI4TS 25 4 0 26 Nov 2023
Hierarchical Joint Graph Learning and Multivariate Time Series Forecasting Juhyeon Kim Hyungeun Lee Seungwon Yu Ung Hwang Wooyeol Jung Miseon Park Kijung Yoon AI4TS 11 2 0 21 Nov 2023
Unraveling the "Anomaly" in Time Series Anomaly Detection: A Self-supervised Tri-domain Solution Yuting Sun Guansong Pang Guanhua Ye Tong Chen Xia Hu Hongzhi Yin 30 8 0 19 Nov 2023
SEA++: Multi-Graph-based High-Order Sensor Alignment for Multivariate Time-Series Unsupervised Domain Adaptation Yucheng Wang Yuecong Xu Jianfei Yang Min-man Wu Xiaoli Li Lihua Xie Zhenghua Chen AI4TS 32 0 0 17 Nov 2023
GraNNDis: Efficient Unified Distributed Training Framework for Deep GNNs on Large Clusters Jaeyong Song Hongsun Jang Jaewon Jung Youngsok Kim Jinho Lee GNN 20 0 0 12 Nov 2023
Spatio-Temporal Anomaly Detection with Graph Networks for Data Quality Monitoring of the Hadron Calorimeter M. Asres C. Omlin Long Wang David Yu P. Parygin ... Emanuele Usai Muhammad Ahmad J. Menendez K. Maeshima the CMS-HCAL Collaboration 9 6 0 07 Nov 2023
Time Series Anomaly Detection using Diffusion-based Models Ioana Pintilie Andrei Manolache Florin Brad DiffM 20 14 0 02 Nov 2023
Towards Unifying Diffusion Models for Probabilistic Spatio-Temporal Graph Learning Junfeng Hu Xu Liu Zhencheng Fan Yuxuan Liang Roger Zimmermann AI4CE DiffM 28 7 0 26 Oct 2023
MIM-GAN-based Anomaly Detection for Multivariate Time Series Data Shan Lu Zhicheng Dong Donghong Cai Fang Fang Dongcai Zhao GAN AI4TS 19 5 0 26 Oct 2023
Nominality Score Conditioned Time Series Anomaly Detection by Point/Sequential Reconstruction Chih-Yu Lai Fan-Keng Sun Zhengqi Gao Jeffrey H. Lang Duane S. Boning AI4TS 28 15 0 24 Oct 2023
Open-Set Multivariate Time-Series Anomaly Detection Thomas Lai Thi Kieu Khanh Ho Narges Armanfard AI4TS 42 3 0 18 Oct 2023
MST-GAT: A Multimodal Spatial-Temporal Graph Attention Network for Time Series Anomaly Detection Chaoyue Ding Shiliang Sun Jing Zhao AI4TS 30 140 0 17 Oct 2023
Twin Graph-based Anomaly Detection via Attentive Multi-Modal Learning for Microservice System Jun Huang Yang Yang Hang Yu Jianguo Li Xiao Zheng AI4TS 13 13 0 07 Oct 2023
Fully-Connected Spatial-Temporal Graph for Multivariate Time-Series Data Yucheng Wang Yuecong Xu Jianfei Yang Min-man Wu Xiaoli Li Lihua Xie Zhenghua Chen AI4TS 41 37 0 11 Sep 2023
Graph-Aware Contrasting for Multivariate Time-Series Classification Yucheng Wang Yuecong Xu Jianfei Yang Min-man Wu Xiaoli Li Lihua Xie Zhenghua Chen AI4TS 21 15 0 11 Sep 2023
Everything Perturbed All at Once: Enabling Differentiable Graph Attacks Haoran Liu Bokun Wang Jianling Wang Xiangjue Dong Tianbao Yang James Caverlee AAML 34 3 0 29 Aug 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