Current Time Series Anomaly Detection Benchmarks are Flawed and are
Creating the Illusion of Progress

Current Time Series Anomaly Detection Benchmarks are Flawed and are Creating the Illusion of Progress

29 September 2020

Eamonn J. Keogh

Papers citing "Current Time Series Anomaly Detection Benchmarks are Flawed and are Creating the Illusion of Progress"

11 / 11 papers shown

Title
Can LLMs Understand Time Series Anomalies? Zihao Zhou Rose Yu AI4TS 77 8 0 13 Mar 2025
Active Learning of Robot Vision Using Adaptive Path Planning Julius Ruckin Federico Magistri Cyrill Stachniss Marija Popović SSL 26 0 0 14 Oct 2024
An Online Automatic Modulation Classification Scheme Based on Isolation Distributional Kernel Xinpeng Li Zile Jiang Kai Ming Ting Ye Zhu 21 0 0 03 Oct 2024
Acquiring Better Load Estimates by Combining Anomaly and Change-point Detection in Power Grid Time-series Measurements Roel Bouman Linda Schmeitz Luco Buise Jacco Heres Yuliya Shapovalova Tom Heskes 25 0 0 25 May 2024
PUPAE: Intuitive and Actionable Explanations for Time Series Anomalies Audrey Der Chin-Chia Michael Yeh Yan Zheng Junpeng Wang Zhongfang Zhuang Liang Wang Wei Zhang Eamonn J. Keogh AI4TS 35 2 0 16 Jan 2024
Label-Free Multivariate Time Series Anomaly Detection Qihang Zhou Shibo He Haoyu Liu Jiming Chen Wenchao Meng AI4TS 19 10 0 17 Dec 2023
AI for IT Operations (AIOps) on Cloud Platforms: Reviews, Opportunities and Challenges Qian Cheng Doyen Sahoo Amrita Saha Wenjing Yang Chenghao Liu Gerald Woo Manpreet Singh Silvio Saverese S. Hoi 27 17 0 10 Apr 2023
Detecting Multivariate Time Series Anomalies with Zero Known Label Qihang Zhou Jiming Chen Haoyu Liu Shibo He Wenchao Meng AI4TS 22 22 0 03 Aug 2022
Intrinsic Anomaly Detection for Multi-Variate Time Series Stephan Rabanser Tim Januschowski Kashif Rasul Oliver Borchert Richard Kurle Jan Gasthaus Michael Bohlke-Schneider Nicolas Papernot Valentin Flunkert AI4TS 23 4 0 29 Jun 2022
Local Evaluation of Time Series Anomaly Detection Algorithms Alexis Huet J. M. Navarro Dario Rossi AI4TS 17 66 0 27 Jun 2022
Do Deep Neural Networks Contribute to Multivariate Time Series Anomaly Detection? Julien Audibert Pietro Michiardi F. Guyard Sébastien Marti Maria A. Zuluaga AI4TS 12 55 0 04 Apr 2022