Large Language Models can Deliver Accurate and Interpretable Time Series
Anomaly Detection

Large Language Models can Deliver Accurate and Interpretable Time Series Anomaly Detection

24 May 2024

Saravan Rajmohan

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Papers citing "Large Language Models can Deliver Accurate and Interpretable Time Series Anomaly Detection"

9 / 9 papers shown

Title
UFO2: The Desktop AgentOS Chaoyun Zhang He Huang Chiming Ni J. Mu Si Qin ... Minghua Ma Jian-Guang Lou Qingwei Lin Saravan Rajmohan Dongmei Zhang LLMAG 181 5 0 20 Apr 2025
MADLLM: Multivariate Anomaly Detection via Pre-trained LLMs Wei Tao Xiaoyang Qu Kai Lu Jiguang Wan Guokuan Li Jianzong Wang 104 2 0 13 Apr 2025
DACAD: Domain Adaptation Contrastive Learning for Anomaly Detection in Multivariate Time Series Zahra Zamanzadeh Darban Yiyuan Yang Geoffrey I. Webb Charu C. Aggarwal Qingsong Wen Xiaojun Jia Mahsa Salehi 127 0 0 17 Apr 2024
Rethinking the Role of Demonstrations: What Makes In-Context Learning Work? Sewon Min Xinxi Lyu Ari Holtzman Mikel Artetxe M. Lewis Hannaneh Hajishirzi Luke Zettlemoyer LLMAG LRM 191 1,501 0 25 Feb 2022
Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy Jiehui Xu Haixu Wu Jianmin Wang Mingsheng Long AI4TS 95 504 0 06 Oct 2021
Exathlon: A Benchmark for Explainable Anomaly Detection over Time Series Vincent Jacob Fei Song Arnaud Stiegler Bijan Rad Y. Diao Nesime Tatbul AI4TS 69 68 0 10 Oct 2020
A Deep Neural Network for Unsupervised Anomaly Detection and Diagnosis in Multivariate Time Series Data Chuxu Zhang Dongjin Song Yuncong Chen Xinyang Feng C. Lumezanu Wei Cheng Jingchao Ni Bo Zong Haifeng Chen Nitesh Chawla AI4TS 178 702 0 20 Nov 2018
Unsupervised Anomaly Detection via Variational Auto-Encoder for Seasonal KPIs in Web Applications Haowen Xu Wenxiao Chen Nengwen Zhao Zeyan Li Jiahao Bu ... Dan Pei Yang Feng Jie Chen Zhaogang Wang Honglin Qiao MLAU 88 822 0 12 Feb 2018
Multi-Instance Multi-Label Learning Zhi Zhou Min-Ling Zhang Sheng-Jun Huang Yu-Feng Li 120 415 0 24 Aug 2008

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