@article{evidenceaugmentedpolicyoptimizationwithr, title = {Evidence-Augmented Policy Optimization with Reward Co-Evolution for Long-Context Reasoning}, author = {Xin Guan and Zijian Li and Shen Huang and Pengjun Xie and Jingren Zhou and Jiuxin Cao}, year = {2026}, eprint = {2601.10306}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.10306}, }