When Does Multi-Agent RL Improve LLM Workflows?

Workflow, Scale, and Policy-Sharing Tradeoffs

Yifan Zeng, Yiran Wu, Yaolun Zhang, Wentian Zhao, Kun Wan, Qingyun Wu, Huazheng Wang

Oregon State University · Pennsylvania State University · Adobe Inc. · AG2AI, Inc.

Abstract

Figure, table and section numbers in quoted paper text refer to the paper.

Setup

Three workflows, two policy-sharing strategies

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Takeaway

What multi-agent RL needs that single-agent RL does not

Citation

BibTeX