@inproceedings{fan-etal-2026-refocus, title = "{REFOCUS}: Training-Free Attention Sparsification via Uniform-Reference Filtering", author = "Fan, Fengyuan and Gao, Rena Wei and Jiang, Yanbei", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-main.2668/", pages = "60717--60730", ISBN = "979-8-89176-459-0" }