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#natural language process... Preprint Oct 2026

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. Inferring such hidden preferences from behavior has been a su...

Shu-Qing Shi, Ziyan Wang, Milind Tambe et al. · 0 citations

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