Multi${}^2$: Hierarchical Multi-Agent Decision-Making with LLM-Based Agents in Interactive Environments

Sangeun Park, Minhae Kwon

A central goal of large language model (LLM) research is to build agentic systems that can plan, act, and adapt through sustained interaction with dynamic environments. While recen…