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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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Nicholas Wolczynski

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Preprint Oct 2026

The Differential Effects of AI Abstention on Advice Acceptance

AI advising systems are typically designed to always provide a response. Recent work has focused on developing systems that withhold advice in some instances, such as when advice quality is questionable, to improve the overall quality of guidance when it is given; a design paradigm we refer to as AI abstention. While s...

Nicholas Wolczynski, Yotam Liel, M. Saar-Tsechansky et al. · 0 citations

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