@article{astraflowdatafloworientedreinforcementle, title = {AstraFlow: Dataflow-Oriented Reinforcement Learning for Agentic LLMs}, author = {Haizhong Zheng and Yizhuo Di and Jiahui Wang and Shuowei Jin and Xueshen Liu and Yongji Wu and Z. Morley Mao and Ion Stoica and Jiawei Zhao and Beidi Chen}, year = {2026}, eprint = {2605.15565}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.15565}, }