Zicheng Zhang

HiMA-Ecom: Enabling Joint Training of Hierarchical Multi-Agent E-commerce Assistants

2025 · ArXiv.org

Hierarchical multi-agent systems based on large language models (LLMs) have become a common paradigm for building AI assistants in vertical domains such as e-commerce, where a master agent coordinates multiple specialized sub-agents. Despite their practical …