@inproceedings{fang-etal-2026-unicorn, title = "{U}ni{C}orn: Towards Self-Improving Unified Multimodal Models through Self-Generated Supervision", author = "Fang, Zhen and Han, Ruiyan and Sun, XinYu and Ma, Yuchen and Wang, Ziheng and Zeng, Yu and Chen, Zehui and Chen, Lin and Huang, Wenxuan and Xu, Wei-Jie and Cao, Yi and Zhao, Feng", 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.621/", pages = "13638--13669", ISBN = "979-8-89176-390-6" }