@article{flowmapgrporeinforcementlearningforfewst, title = {Flow-Map GRPO: Reinforcement Learning for Few-Step Flow-Map Generators via Anchored Stochastic Composition}, author = {Zhiqi Li and Wen Zhang and Bo Zhu}, year = {2026}, eprint = {2607.00535}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2607.00535}, }