@inproceedings{cao-etal-2025-pgpo, title = "{PGPO}: Enhancing Agent Reasoning via Pseudocode-style Planning Guided Preference Optimization", author = "Cao, Zouying and Wang, Runze and Yang, Yifei and Ma, Xinbei and Zhu, Xiaoyong and Zheng, Bo and Zhao, Hai", editor = "Che, Wanxiang and Nabende, Joyce and Shutova, Ekaterina and Pilehvar, Mohammad Taher", booktitle = "Findings of the Association for Computational Linguistics: ACL 2025", month = jul, year = "2025", address = "Vienna, Austria", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/landing_page/2025.findings-acl.774/", pages = "14966--14985", ISBN = "979-8-89176-256-5" }