Multi-agent LLM deliberation is modeled as input-dependent Friedkin-Johnsen dynamics equivalent to a mixture of experts, with influence analyzed via confidence and alignment proxies.
Opinion dynamics and mutual influence with llm agents through dialog simulation.arXiv preprint arXiv:2602.12583, 2026
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Multi-Agent Systems are Mixtures of Experts: Who Becomes an Influencer?
Multi-agent LLM deliberation is modeled as input-dependent Friedkin-Johnsen dynamics equivalent to a mixture of experts, with influence analyzed via confidence and alignment proxies.