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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

Tian Lan

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Book Open access Aug 2026

SCALE: Style-Causal Disentanglement with Adaptive Lifelong Expert for Online Latent-domain Anomaly Detection

Time-series anomaly detection in real-world streams is often challenged by evolving operating conditions, where distribution shifts can be easily mistaken for anomalies. Due to this, we study a new problem, online latent-domain anomaly detection, where domain labels and shift times are unobserved, the number of domains...

Yi-Meng Lu, Yi-Fei Gao, Tian Lan et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Supervision Recovery for Time Series Anomaly Detection via Context-Anchored Pairing

Time series anomaly detection (TSAD) remains challenging not only because anomaly labels are scarce, but also because temporal anomalies are highly context-dependent. Existing methods often rely on unsupervised objectives or surrogate abnormal patterns, providing limited supervision for context-dependent normal--anomal...

Yi-Fei Gao, Tian Lan, Yi-Meng Lu et al. · 0 citations

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