@inproceedings{wang-etal-2026-sampkv, title = "{S}amp{KV}: Saliency-Aware Mixed-Precision {KV} Cache for Efficient Diffusion Language Model Inference", author = "Wang, Zhenrui and Chang, Haodong and Sui, Yang and Liang, Rongjian and Yuan, Bo and Hu, Jiang", 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.1968/", pages = "44808--44821", ISBN = "979-8-89176-459-0" }