@article{solvingthegranularitymismatchhierarchica, title = {Solving the Granularity Mismatch: Hierarchical Preference Learning for Long-Horizon LLM Agents}, author = {Heyang Gao and Zexu Sun and Erxue Min and Hengyi Cai and Shuaiqiang Wang and Dawei Yin and Xu Chen}, year = {2025}, eprint = {2510.03253}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.03253}, }