Reinforcement Learning-Augmented LLM Agents for Collaborative Decision Making and Performance Optimization

Dong Qiu, Duo Xu, Limengxi Yue

Large Language Models (LLMs) perform well in language tasks but often lack collaborative awareness and struggle to optimize global performance in multi-agent settings. We present a…