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AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection

30 June 2022

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Papers citing "AnoShift: A Distribution Shift Benchmark for Unsupervised Anomaly Detection"

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Title
SHIFT: A Synthetic Driving Dataset for Continuous Multi-Task Domain Adaptation Tao Sun Mattia Segu Janis Postels Yuxuan Wang Luc Van Gool Bernt Schiele F. Tombari Feng Yu TTA 118 161 0 16 Jun 2022
The CLEAR Benchmark: Continual LEArning on Real-World Imagery Zhiqiu Lin Jia Shi Deepak Pathak Deva Ramanan CLL VLM 192 93 0 17 Jan 2022
ECOD: Unsupervised Outlier Detection Using Empirical Cumulative Distribution Functions Zheng Li Yue Zhao Xiyang Hu N. Botta C. Ionescu George H. Chen 92 299 0 02 Jan 2022
LUNAR: Unifying Local Outlier Detection Methods via Graph Neural Networks Adam Goodge Bryan Hooi See Kiong Ng Wee Siong Ng 62 110 0 10 Dec 2021
Online Continual Learning with Natural Distribution Shifts: An Empirical Study with Visual Data Zhipeng Cai Ozan Sener V. Koltun CLL 63 87 0 20 Aug 2021
SAINT: Improved Neural Networks for Tabular Data via Row Attention and Contrastive Pre-Training Gowthami Somepalli Micah Goldblum Avi Schwarzschild C. Bayan Bruss Tom Goldstein LMTD 90 333 0 02 Jun 2021
E-GraphSAGE: A Graph Neural Network based Intrusion Detection System for IoT Wai Weng Lo S. Layeghy Mohanad Sarhan M. Gallagher Marius Portmann 72 204 0 30 Mar 2021
ZYELL-NCTU NetTraffic-1.0: A Large-Scale Dataset for Real-World Network Anomaly Detection Lei Chen Shao-En Weng Chu-Jun Peng Hong-Han Shuai Wen-Huang Cheng 30 11 0 08 Mar 2021
Mind the Gap: Assessing Temporal Generalization in Neural Language Models Angeliki Lazaridou A. Kuncoro E. Gribovskaya Devang Agrawal Adam Liska ... Sebastian Ruder Dani Yogatama Kris Cao Susannah Young Phil Blunsom VLM 134 219 0 03 Feb 2021
WILDS: A Benchmark of in-the-Wild Distribution Shifts Pang Wei Koh Shiori Sagawa Henrik Marklund Sang Michael Xie Marvin Zhang ... A. Kundaje Emma Pierson Sergey Levine Chelsea Finn Percy Liang OOD 235 1,449 0 14 Dec 2020
COPOD: Copula-Based Outlier Detection Zheng Li Yue Zhao N. Botta C. Ionescu Xiyang Hu 76 287 0 20 Sep 2020
Geometric Dataset Distances via Optimal Transport David Alvarez-Melis Nicolò Fusi OT 130 205 0 07 Feb 2020
Tree-based Intelligent Intrusion Detection System in Internet of Vehicles Li Yang Abdallah Moubayed Ismail Hamieh Abdallah Shami 47 154 0 18 Oct 2019
TabNet: Attentive Interpretable Tabular Learning Sercan O. Arik Tomas Pfister LMTD 206 1,361 0 20 Aug 2019
A Survey of Network-based Intrusion Detection Data Sets Markus Ring Sarah Wunderlich Deniz Scheuring Dieter Landes Andreas Hotho 60 563 0 06 Mar 2019
PyOD: A Python Toolbox for Scalable Outlier Detection Yue Zhao Zain Nasrullah Zheng Li 95 724 0 06 Jan 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,229 0 11 Oct 2018
Generative Adversarial Active Learning for Unsupervised Outlier Detection Yezheng Liu Zhe Li Chong Zhou Yuanchun Jiang Jianshan Sun Ming Wang Xiangnan He 58 301 0 28 Sep 2018
Kitsune: An Ensemble of Autoencoders for Online Network Intrusion Detection Yisroel Mirsky Tomer Doitshman Yuval Elovici A. Shabtai 81 811 0 25 Feb 2018
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 458 16,922 0 20 Dec 2013