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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Xin Xue

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Book Open access Aug 2026

LatentFlow: Discovering Latent Continuous Dynamics across Channels for Multivariate Time Series Anomaly Detection

LatentFlow is proposed, a novel framework that treats channel dependency evolution as a latent continuous dynamic process using an Ornstein-Uhlenbeck (O-U) process, allowing the model to capture smooth dependency shifts while maintaining robustness against structural noise.

Lijun Sun, Shuai Zhang, Xin Xue et al. · 0 citations

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