@article{rewardmaptacklingsparserewardsinfinegrai, title = {RewardMap: Tackling Sparse Rewards in Fine-grained Visual Reasoning via Multi-Stage Reinforcement Learning}, author = {Sicheng Feng and Kaiwen Tuo and Song Wang and Lingdong Kong and Jianke Zhu and Huan Wang}, year = {2025}, eprint = {2510.02240}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.02240}, }