@article{unitymasoageneralrloptimizationframework, title = {UnityMAS-O: A General RL Optimization Framework for LLM-Based Multi-Agent Systems}, author = {Yiqun Chen and Wei Yang and Erhan Zhang and Shijie Wang and Qi Liu and Zechun Niu and Bin Zhang and Haitao Li and Rui Li and Lingyong Yan and Jinyuan Feng and Biqing Qi and Xiaochi Wei and Yan Gao and Yi Wu and Yao Hu and Jiaxin Mao}, year = {2026}, eprint = {2605.26646}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.26646}, }