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Large Language Model Orchestration under Heterogeneous Preferences via Explicit Persona Inference

LLM orchestration investigates how an orchestrator coordinates a group of autonomous agents to achieve common goals or maximize collective welfare. The agents are typically heterogeneous, each holding a private preference that it pursues but does not reveal.

By Shuqing Shi, Ziyan Wang, Milind Tambe, Yali DuarXiv - cs.CL (NLP)

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Originally published by arXiv - cs.CL (NLP) on Oct 7, 2026.

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