@inproceedings{zhang-etal-2025-shallow, title = "Shallow Focus, Deep Fixes: Enhancing Shallow Layers Vision Attention Sinks to Alleviate Hallucination in {LVLM}s", author = "Zhang, Xiaofeng and Quan, Yihao and Shen, Chen and Gu, Chaochen and Yuan, Xiaosong and Yan, Shaotian and Cao, Jiawei and Cheng, Hao and Wu, Kaijie and Ye, Jieping", editor = "Christodoulopoulos, Christos and Chakraborty, Tanmoy and Rose, Carolyn and Peng, Violet", booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing", month = nov, year = "2025", address = "Suzhou, China", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-emnlp/2025.emnlp-main.174/", pages = "3512--3534", ISBN = "979-8-89176-332-6" }