Title
An Unsupervised Anomaly Detection in Electricity Consumption Using Reinforcement Learning and Time Series Forest Based Framework Jihan Ghanim M. Awad AI4TS 52 2 0 03 Jan 2025
Critical Review for One-class Classification: recent advances and the reality behind them Toshitaka Hayashi Dalibor Cimr Hamido Fujita R. Cimler 56 1 0 27 Apr 2024
Outlier Ranking in Large-Scale Public Health Streams Ananya Joshi Tina Townes Nolan Gormley Luke Neureiter Roni Rosenfeld Bryan Wilder LM&MA AI4TS 36 0 0 02 Jan 2024
Time Series Synthesis Using the Matrix Profile for Anonymization Audrey Der Chin-Chia Michael Yeh Yan Zheng Junpeng Wang Huiyuan Chen Zhongfang Zhuang Liang Wang Wei Zhang Eamonn J. Keogh AI4TS 15 3 0 05 Nov 2023
ADGym: Design Choices for Deep Anomaly Detection Minqi Jiang Chaochuan Hou Ao Zheng Songqiao Han Hailiang Huang Qingsong Wen Xiyang Hu Yue Zhao 26 14 0 27 Sep 2023
An Automated Machine Learning Approach for Detecting Anomalous Peak Patterns in Time Series Data from a Research Watershed in the Northeastern United States Critical Zone Ijazul Haq Byung Suk Lee Donna M. Rizzo J. Perdrial AI4TS 50 5 0 14 Sep 2023
Refining the Optimization Target for Automatic Univariate Time Series Anomaly Detection in Monitoring Services Manqing Dong Zhanxiang Zhao Yitong Geng Wentao Li Wei Wang Huai Jiang AI4TS 30 0 0 20 Jul 2023
Fast Unsupervised Deep Outlier Model Selection with Hypernetworks Xueying Ding Yue Zhao Leman Akoglu OODD 30 4 0 20 Jul 2023
FinGPT: Democratizing Internet-scale Data for Financial Large Language Models Xiao-Yang Liu Guoxuan Wang Hongyang Yang Daochen Zha AIFin 44 43 0 19 Jul 2023
Interactive System-wise Anomaly Detection Guanchu Wang Ninghao Liu Daochen Zha Xia Hu AAML 22 1 0 21 Apr 2023
Context-aware Domain Adaptation for Time Series Anomaly Detection Kwei-Herng Lai Lan Wang Huiyuan Chen Kaixiong Zhou Fei Wang Hao Yang Xia Hu TTA AI4TS 40 8 0 15 Apr 2023
From Explanation to Action: An End-to-End Human-in-the-loop Framework for Anomaly Reasoning and Management Xueying Ding Nikita Seleznev Senthil Kumar C. Bayan Bruss Leman Akoglu 30 3 0 06 Apr 2023
Data-centric Artificial Intelligence: A Survey Daochen Zha Zaid Pervaiz Bhat Kwei-Herng Lai Fan Yang Zhimeng Jiang Shaochen Zhong Xia Hu 27 193 0 17 Mar 2023
Towards Personalized Preprocessing Pipeline Search Diego Martinez Daochen Zha Qiaoyu Tan Xia Hu AI4TS 31 2 0 28 Feb 2023
Data-centric AI: Perspectives and Challenges Daochen Zha Zaid Pervaiz Bhat Kwei-Herng Lai Fan Yang Xia Hu 25 68 0 12 Jan 2023
Meta-Learning for Automated Selection of Anomaly Detectors for Semi-Supervised Datasets David Schubert Pritha Gupta Marcel Wever 18 2 0 24 Nov 2022
DreamShard: Generalizable Embedding Table Placement for Recommender Systems Daochen Zha Louis Feng Qiaoyu Tan Zirui Liu Kwei-Herng Lai Bhargav Bhushanam Yuandong Tian A. Kejariwal Xia Hu LMTD OffRL 33 28 0 05 Oct 2022
TSFool: Crafting Highly-Imperceptible Adversarial Time Series through Multi-Objective Attack Yanyun Wang Dehui Du Haibo Hu Zi Liang Yuanhao Liu AAML AI4TS 33 2 0 14 Sep 2022
Towards Automated Imbalanced Learning with Deep Hierarchical Reinforcement Learning Daochen Zha Kwei-Herng Lai Qiaoyu Tan Sirui Ding Na Zou Xia Hu AI4TS 18 18 0 26 Aug 2022
ADMoE: Anomaly Detection with Mixture-of-Experts from Noisy Labels Yue Zhao Guoqing Zheng Subhabrata Mukherjee R. McCann Ahmed Hassan Awadallah NoLa 36 25 0 24 Aug 2022
AutoShard: Automated Embedding Table Sharding for Recommender Systems Daochen Zha Louis Feng Bhargav Bhushanam Dhruv Choudhary Jade Nie Yuandong Tian Jay Chae Yi-An Ma A. Kejariwal Xia Hu 40 30 0 12 Aug 2022
Generative Anomaly Detection for Time Series Datasets Zhuangwei Kang Ayan Mukhopadhyay A. Gokhale Shijie Wen Abhishek Dubey AI4TS 16 0 0 28 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 23 90 0 21 Jun 2022
ADBench: Anomaly Detection Benchmark Songqiao Han Xiyang Hu Hailiang Huang Mingqi Jiang Yue Zhao OOD 43 296 0 19 Jun 2022
Deep Isolation Forest for Anomaly Detection Hongzuo Xu Guansong Pang Yijie Wang Yongjun Wang 50 184 0 14 Jun 2022
MOSPAT: AutoML based Model Selection and Parameter Tuning for Time Series Anomaly Detection Sourav Chatterjee Rohan Bopardikar Marius Guerard Uttam Thakore Xiaodong Jiang 16 7 0 24 May 2022
PyGOD: A Python Library for Graph Outlier Detection Kay Liu Yingtong Dou Xueying Ding Xiyang Hu Ruitong Zhang Hao Peng Kai Shu Philip S. Yu AI4TS 26 50 0 26 Apr 2022
Sintel: A Machine Learning Framework to Extract Insights from Signals Sarah Alnegheimish Dongyu Liu Carles Sala Cladellas Laure Berti-Equille K. Veeramachaneni AI4TS 27 15 0 19 Apr 2022
A Review of Open Source Software Tools for Time Series Analysis Yunus Parvej Faniband I. Ishak S. M. Sait AI4TS 32 6 0 10 Mar 2022
Towards Similarity-Aware Time-Series Classification Daochen Zha Kwei-Herng Lai Kaixiong Zhou Xia Hu AI4TS 25 24 0 05 Jan 2022
ECOD: Unsupervised Outlier Detection Using Empirical Cumulative Distribution Functions Zheng Li Yue Zhao Xiyang Hu N. Botta C. Ionescu George H. Chen 38 282 0 02 Jan 2022
Outlier Detection using AI: A Survey Md. Nazmul Kabir Sikder Feras A. Batarseh 41 24 0 01 Dec 2021
AutoVideo: An Automated Video Action Recognition System Daochen Zha Zaid Pervaiz Bhat Yi-Wei Chen Yicheng Wang Sirui Ding ... Mohammad Bhat AnmollKumar Jain Alfredo Costilla Reyes Na Zou Xia Hu 23 11 0 09 Aug 2021
Learning Disentangled Representations for Time Series Yuening Li Zhengzhang Chen Daochen Zha Mengnan Du Denghui Zhang Haifeng Chen Xia Hu CoGe AI4TS 14 9 0 17 May 2021