@article{llmcollaborationwithmultiagentreinforcem, title = {LLM Collaboration With Multi-Agent Reinforcement Learning}, author = {Shuo Liu and Tianle Chen and Zeyu Liang and Xueguang Lyu and Christopher Amato}, year = {2025}, eprint = {2508.04652}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2508.04652}, }