@inproceedings{shen-etal-2026-improving, title = "Improving the Throughput of Diffusion-based Large Language Models via a Training-Free Confidence-Aware Calibration", author = "Shen, Jucheng and Sarkar, Gaurav and Ro, Yeonju and Sridhar, Sharath Nittur and Wang, Zhangyang and Akella, Aditya and Kundu, Souvik", 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.478/", pages = "9826--9837", ISBN = "979-8-89176-395-1" }