@inproceedings{xie-etal-2026-rethinking, title = "Rethinking Diffusion Large Language Models via Time-aware Weighting and Block-oriented Refinements", author = "Xie, Zheyong and Li, Shengrui and Zhong, Li and Zhao, Kaiyan and Shi, Fangcheng and Wang, Jiakang and Jin, Huayi and Luo, Zhaokai and Zhao, Fei and Liu, Haifeng and Ye, Jieying and Lu, Chonggang and Huang, Wenxuan and Liu, Yue and Meng, Zijie and Cao, Shaosheng", 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.1836/", pages = "41778--41792", ISBN = "979-8-89176-459-0" }