@inproceedings{shao-etal-2026-back, title = "Back on Track: Aligning Rewards and States for Reasoning in Diffusion Large Language Models", author = "Shao, Yawen and Xiao, Jie and Zhu, Kai and Liu, Yu and Luo, Hongchen and Fu, Xueyang and Cao, Yang and Zhai, Wei and Zha, Zheng-Jun", 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.325/", pages = "6874--6890", ISBN = "979-8-89176-462-0" }