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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

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Ashutosh Ranjan

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#machine learning Jun 2026

Democratic ICAI: Debating Our Way to Steering Principles from Preferences

Democratic ICAI is introduced, a novel approach that gathers multiple competing rationales through structured persona debate, offering a broader and more expressive account of the factors influencing each comparison and improves average preference prediction across tasks relative to deliberative prompting and principle...

Kevin Kingslin, Anish Natekar, Ashutosh Ranjan et al. · 1 citation

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