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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

Nidhin Pattaniyil

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Book Open access Oct 2026

State-Driven Retrieval and Learned Re-Ranking for Conversational Music Recommendation

Team npatta01’s submission to the RecSys Challenge 2026 conversational music recommendation task is described and failure cases from the submitted run show extracted constraints the pipeline could not enforce.

Nidhin Pattaniyil, Semih Yagli, Tanwir Zaman · 1 citation · ⚡1

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