@article{enhancingagenticrlwithprogressiverewards, title = {Enhancing Agentic RL with Progressive Reward Shaping and Value-based Sampling Policy Optimization}, author = {Jianghao Su and Xia Zeng and Luhui Liu and Chao Luo and Ye Chen and Zhuoran Zhuang}, year = {2025}, eprint = {2512.07478}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2512.07478}, }