CausalPlan: Empowering Efficient LLM Multi-Agent Collaboration Through Causality-Driven Planning

Minh Hoang Nguyen, Van Dai Do, Dung Nguyen +2

Large language model (LLM) agents-especially smaller, open-source models-often produce causally invalid or incoherent actions in collaborative tasks due to their reliance on surfac…