@inproceedings{lin-etal-2026-efficient-diffusion, title = "Efficient Diffusion Language Models: A Comprehensive Survey", author = "Lin, Haokun and Jia, Xinle and Liu, Shaozhen and Xia, Shujun and Huang, Weitao and Xu, Haobo and LI, Junyang and Xiao, Yicheng and Xing, Xingrun and Guo, Ziyu and Zhang, Renrui and Li, Qi and Wu, Yichen and Wang, Renzhen and Qi, Xiaojuan and Meng, Deyu and Shan, Caifeng and Li, Hongsheng and Sun, Zhenan", 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.1074/", pages = "22711--22727", ISBN = "979-8-89176-462-0" }