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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

Hakan Akdag

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Book Open access Nov 2026

A Hybrid Framework for Time Series Anomaly Detection with LLMs

Large Language Models (LLMs) are increasingly explored for time series anomaly detection (TSAD), yet their direct use often remains inferior to methods designed specifically for TSAD. In this work, we study whether this limitation arises primarily from weak forecasting or from insufficient exploitation of forecast resi...

Hakan Akdag, A. T. Bui, Natalie Hußfeldt et al. · 0 citations
Book Open access Nov 2026

A Hybrid Framework for Time Series Anomaly Detection with LLMs

Large Language Models (LLMs) are increasingly explored for time series anomaly detection (TSAD), yet their direct use often remains inferior to methods designed specifically for TSAD. In this work, we study whether this limitation arises primarily from weak forecasting or from insufficient exploitation of forecast resi...

Hakan Akdag, A. T. Bui, Natalie Hußfeldt et al. · 0 citations

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