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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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Hao-Yu Peng

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#artificial intelligence Preprint Oct 2026

ECMR: Evidence-Aware Deliberation Control for Multi-Agent LLM Reasoning

Multi-agent Large Language Model (LLM) systems typically commit to a deliberation protocol before inference. A fixed protocol cannot allocate computation differently to resolved and unresolved instances, and it may mistake repeated support for independent confirmation. We study this failure as semantic false consensus:...

Yuan Liu, Hao-Yu Peng, Fan-Liang Hu et al. · 0 citations

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