@inproceedings{liu-etal-2026-learnact, title = "{L}earn{A}ct: Few-Shot Mobile {GUI} Agent with a Unified Demonstration Benchmark", author = "Liu, Guangyi and Zhao, Pengxiang and Liu, Liang and Chen, Zhiming and Chai, Yuxiang and Liang, Yaozhen and Wang, WenHao and Chen, Siheng and Lu, Zhengxi and Ren, Shuai and Wang, Hao and He, Shibo and Liu, Yong and Meng, Wenchao", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {ACL} 2026", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.findings-acl.1491/", pages = "29820--29843", ISBN = "979-8-89176-395-1" }