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Qiucheng Miao

National University of Defense Technology

Changsha Hunan, 410073

China

  • National University of Defense Technology

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Scholarly Papers (1)

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Bridging LLMs and Time Series: Contrast-Enhanced Dual-Stream Fusion for Non-Invasive Multivariate Anomaly Detection

Number of pages: 28 Posted: 19 Jan 2026
Qiucheng Miao, Zuoyu Wang, Jun Zhan and Jintao Meng
National University of Defense Technology, Shandong Agricultural University, Nankai University and Chinese Academy of Sciences (CAS) - Shenzhen Institute of Advanced Technology
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Abstract:

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Anomaly Detection, Time Series, Large Language Model, Guidance fusion, Contrast attention