@inproceedings{zhao-etal-2026-b, title = "{B}-{APO}: Bias-Targeted Adversarial Preference Optimization for Debiasing Multimodal Large Language Models", author = "Zhao, Pinlong and Ding, Zike and Ye, Zengshu and Zhaoting, Zhou", 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://aclanthology.org/2026.findings-acl.1843/", pages = "36979--36999", ISBN = "979-8-89176-395-1" }