When Do Multi-Agent Systems Outperform? Analysing the Learning Efficiency of Agentic Systems

Junwei Su, Chuan Wu

Reinforcement Learning (RL) has emerged as a crucial method for training or fine-tuning large language models (LLMs), enabling adaptive, task-specific optimizations through interac…