arxivcs.CLcs.AI2026-07-07
LLM Agents for Deliberative Collaboration: A Study on Joint Decision Making Under Partial Observability
Chenxu Wang, Yongkun Yang, Boyuan Du, Shiwei Lin, Huaping Liu
Deliberation plays a crucial role in collaboration; when humans work together, they naturally engage in communication to align information and reach an agreement. In this paper, we investigate deliberative large language model (LLM) agents under partially observable joint decisio…