@inproceedings{wu-etal-2025-mitigating-visual, title = "Mitigating Visual Knowledge Forgetting in {MLLM} Instruction-tuning via Modality-decoupled Gradient Descent", author = "Wu, Junda and Xiong, Yuxin and Li, Xintong and Xia, Yu and Wang, Ruoyu and Wang, Yu and Yu, Tong and Kim, Sungchul and Rossi, Ryan A. and Yao, Lina and Shang, Jingbo and McAuley, Julian", editor = "Christodoulopoulos, Christos and Chakraborty, Tanmoy and Rose, Carolyn and Peng, Violet", booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2025", month = nov, year = "2025", address = "Suzhou, China", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2025.findings-emnlp.123/", pages = "2282--2295", ISBN = "979-8-89176-335-7" }