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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

Dwarsala Sreedhar Reddy

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Review Open access Jul 2026

A dataset-centric review of IoT and IIoT intrusion detection: realism, evaluation biases, and future research directions

This study presents future directions for dataset design aligned with the requirements of next-generation IDSs by highlighting digital twin-based IIoT environments, edge-cloud collaborative data generation, sequential traffic modeling, and explainability-oriented annotations that can ensure robust, trustworthy, and deployment-ready IDS solutions.

Dwarsala Sreedhar Reddy, Kakelli Anil Kumar · 1 citation

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