LUNAR: Unifying Local Outlier Detection Methods via Graph Neural
Networks

LUNAR: Unifying Local Outlier Detection Methods via Graph Neural Networks

10 December 2021

Bryan Hooi

See Kiong Ng

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Papers citing "LUNAR: Unifying Local Outlier Detection Methods via Graph Neural Networks"

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Title
Graph Neural Network-Based Anomaly Detection in Multivariate Time Series Ailin Deng Bryan Hooi AI4TS 71 879 0 13 Jun 2021
Interpretable, Multidimensional, Multimodal Anomaly Detection with Negative Sampling for Detection of Device Failure John Sipple 53 55 0 12 Jul 2020
Structural Temporal Graph Neural Networks for Anomaly Detection in Dynamic Graphs Lei Cai Zhengzhang Chen Chen Luo Jiaping Gui Jingchao Ni Ding Li Haifeng Chen 53 126 0 15 May 2020
Deep Nearest Neighbor Anomaly Detection Liron Bergman Niv Cohen Yedid Hoshen UQCV 87 160 0 24 Feb 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 378 18,866 0 13 Feb 2020
Graph Neural Networks for Social Recommendation Wenqi Fan Yao Ma Qing Li Yuan He Yue Zhao Jiliang Tang Dawei Yin 253 1,901 0 19 Feb 2019
Anomaly Detection with Adversarial Dual Autoencoders Ha Son Vu D. Ueta Kiyoshi Hashimoto Kazuki Maeno Sugiri Pranata S. Shen GAN 46 43 0 19 Feb 2019
PyOD: A Python Toolbox for Scalable Outlier Detection Yue Zhao Zain Nasrullah Zheng Li 92 724 0 06 Jan 2019
Generative Adversarial Active Learning for Unsupervised Outlier Detection Yezheng Liu Zhe Li Chong Zhou Yuanchun Jiang Jianshan Sun Ming Wang Xiangnan He 54 301 0 28 Sep 2018
Latent Space Autoregression for Novelty Detection Davide Abati Angelo Porrello Simone Calderara Rita Cucchiara 113 435 0 04 Jul 2018
Traffic Graph Convolutional Recurrent Neural Network: A Deep Learning Framework for Network-Scale Traffic Learning and Forecasting Zhiyong Cui Kristian C. Henrickson Ruimin Ke Ziyuan Pu Yinhai Wang GNN AI4TS 115 751 0 20 Feb 2018
Efficient GAN-Based Anomaly Detection Houssam Zenati Chuan-Sheng Foo Bruno Lecouat Gaurav Manek V. Chandrasekhar 45 563 0 17 Feb 2018
Neural Message Passing for Quantum Chemistry Justin Gilmer S. Schoenholz Patrick F. Riley Oriol Vinyals George E. Dahl 598 7,488 0 04 Apr 2017
Unsupervised Anomaly Detection with Generative Adversarial Networks to Guide Marker Discovery T. Schlegl Philipp Seeböck S. Waldstein U. Schmidt-Erfurth Georg Langs MedIm GAN 108 2,233 0 17 Mar 2017
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.0K 150,312 0 22 Dec 2014