@inproceedings{huang-etal-2026-beyond, title = "Beyond Surface Features: Advancing Medical Vision-Language Alignment via Dynamic Evidence-Guided Preference Optimization", author = "Huang, Zixuan and Zhu, Zhihong and Liu, Xiaolong and Hao, Yanchao and Zhang, Manman and Wei, Zheng and Xing, Bowen and Wu, Xian and Li, Ye and Miao, Fen and Zheng, Yefeng", 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.1200/", pages = "26125--26137", ISBN = "979-8-89176-390-6" }