@article{whendensercreditisnotenoughevidencecalib, title = {When Denser Credit Is Not Enough: Evidence-Calibrated Policy Optimization for Long-Horizon LLM Agent Training}, author = {Yuanfan Li and Qi Zhou and Wenjing Duan and Lu Chen}, year = {2026}, eprint = {2606.05885}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.05885}, }