@article{unlockingexplorationinrlvruncertaintyawa, title = {Unlocking Exploration in RLVR: Uncertainty-aware Advantage Shaping for Deeper Reasoning}, author = {Can Xie and Ruotong Pan and Xiangyu Wu and Yunfei Zhang and Jiayi Fu and Tingting Gao and Guorui Zhou}, year = {2025}, eprint = {2510.10649}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.10649}, }