@article{improvingsamplingefficiencyinrlvrthrough, title = {Improving Sampling Efficiency in RLVR through Adaptive Rollout and Response Reuse}, author = {Yuheng Zhang and Wenlin Yao and Changlong Yu and Yao Liu and Qingyu Yin and Bing Yin and Hyokun Yun and Lihong Li}, year = {2025}, eprint = {2509.25808}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2509.25808}, }