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Qian-Ling Zhang

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#large language models Review Open access Sep 2026

A Survey on Reinforcement Learning Optimization Methods for Multi-Agent Collaboration of Large Language Models

The integration of reinforcement learning (RL) into the optimization of multi-agent collaboration for Large Language Models (LLMs) is an important combination of two advanced areas, Multi-Agent Systems (MAS) and LLMs. This paper thoroughly examines the main approaches, evaluation standards, recent progress and existing...

Qian-Ling Zhang · 0 citations

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