Zimo Zhai

Distilling Task-Level Coordination Policies for Generalizable Multi-Agent Cooperation

Large language models have shown strong reasoning abilities and are increasingly explored as high-level coordinators for multi-agent systems. However, directly deploying LLMs for coordination remains challenging, as effective policies often fail to reliably emerge at the low-level control level, and…