@inproceedings{li-etal-2026-towards-efficient, title = "Towards Efficient and Effective Diffusion Language Model Inference via Semantic-Aware Adaptive Denoising", author = "Li, Fan and Gu, Yu and Wang, Zhigang and Leng, Fangling and Liu, Zhenghao and Yu, Ge", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Proceedings of the 64th Annual Meeting of the {A}ssociation for {C}omputational {L}inguistics (Volume 1: Long Papers)", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.acl-long.819/", pages = "17988--18002", ISBN = "979-8-89176-390-6" }