@article{whendoesmultiagentrlimprovellmworkflowsw, title = {When Does Multi-Agent RL Improve LLM Workflows? Workflow, Scale, and Policy-Sharing Tradeoffs}, author = {Yifan Zeng and Yiran Wu and Yaolun Zhang and Wentian Zhao and Kun Wan and Qingyun Wu and Huazheng Wang}, year = {2026}, eprint = {2605.24202}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.24202}, }