@inproceedings{liang-etal-2026-cd4lm, title = "{CD}$^4${LM}: Consistency Distillation and a{D}aptive Decoding for Diffusion Language Models", author = "Liang, Yihao and Wang, Ze and Sun, Ximeng and Liu, Jiang and Wu, Jialian and Chen, Hao and Yu, Xiaodong and Barsoum, Emad and Liu, Zicheng and Jha, Niraj", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {EMNLP} 2026", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-emnlp.496/", pages = "10378--10410", ISBN = "979-8-89176-462-0" }