@article{onpolicydistillationwithcurriculumturnle, title = {On-Policy Distillation with Curriculum Turn-level Guidance for Multi-turn Agents}, author = {Gengsheng Li and Mao Zheng and Mingyang Song and Ruiqi Liu and Tianyu Yang and Jie Sun and Qiyong Zhong and Haiyun Guo and Junfeng Fang and Dan Zhang and Jinqiao Wang}, year = {2026}, eprint = {2606.15912}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.15912}, }