@inproceedings{zhang-etal-2026-page, title = "{PAGE}: Progress-Aware Reinforcement Learning with Hierarchical Advantage for Long-Horizon {GUI} Agents", author = "Zhang, Qingliang and Sun, Yongqian and Cai, Yuanhong and Nie, Xiaohui and Wang, JiaJu and Luo, Yu and Jiang, Jiamin and Chen, Zhekang and Fang, Yaozheng and Wang, Meng and Xian, Chaobo and Li, Peng and Pei, Dan", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-main.915/", pages = "21075--21101", ISBN = "979-8-89176-459-0" }