Dual Transformers With Latent Amplification for Multivariate Time Series Anomaly Detection

Anomaly detection in multivariate time series is crucial for applications such as industrial monitoring, cybersecurity, and healthcare. Transformer-based reconstruction methods have recently shown strong performance but often suffer from overgeneralization, where anomalies are reconstructed too accu...

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Bibliographic Details
Main Authors: Yeji Choi, Kwanghoon Sohn, Ig-Jae Kim
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/11105392/
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