@misc{fan2026exploring, title={Exploring Reasoning Reward Model for Agents}, author={Kaixuan Fan and Kaituo Feng and Manyuan Zhang and Tianshuo Peng and Zhixun Li and Yilei Jiang and Shuang Chen and Peng Pei and Xunliang Cai and Xiangyu Yue}, year={2026}, eprint={2601.22154}, archivePrefix={arXiv}, primaryClass={cs.AI}, url={https://arxiv.org/abs/2601.22154} }