@inproceedings{wang-etal-2026-policy, title = "From Off-Policy to On-Policy: Enhancing {GUI} Agents via Bi-level Expert-to-Policy Assimilation", author = "Wang, Zezhou and Zhang, Ziyun and Zhang, Xiaoyi and Qian, Zhuzhong and Lu, Yan", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Proceedings of the 64th Annual Meeting of the {A}ssociation for {C}omputational {L}inguistics (Volume 1: Long Papers)", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.acl-long.1082/", pages = "23581--23623", ISBN = "979-8-89176-390-6" }