@inproceedings{han-etal-2026-c2dlm, title = "{C}$^2${DLM}: Causal Concept-Guided Diffusion Large Language Models", author = "Han, Kairong and Shan, Nuanqiao and Zhao, Ziyu and Hu, Zijing and Dong, Xinpeng and Jian, Ye Jun and Pan, Lujia and Wu, Fei and Kuang, Kun", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {ACL} 2026", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.findings-acl.40/", pages = "821--838", ISBN = "979-8-89176-395-1" }