@inproceedings{huang-etal-2026-nosa, title = "{NOSA}: Native and Offloadable Sparse Attention", author = "Huang, Yuxiang and Wang, Pengjie and Han, Jicheng and Zhao, Weilin and su, Zhou and Sun, Ao and Lyu, Hongya and Zhao, Hengyu and Wang, Yudong and Xiao, Chaojun and Han, Xu and Liu, Zhiyuan", 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.279/", pages = "6356--6381", ISBN = "979-8-89176-459-0" }