@inproceedings{he-etal-2026-fouriersampler, title = "{F}ourier{S}ampler: Unlocking Non-Autoregressive Potential in Diffusion Language Models via Frequency-Guided Generation", author = "He, Siyang and Wang, Qiqi and Liu, Xiaoran and Ma, Hongnan and Shi, Yiwei and Song, Yuerong and Zhu, Ying and Liang, Tianyi and Huang, Zengfeng and He, Ziwei and Qiu, Xipeng", 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.1851/", pages = "39525--39542", ISBN = "979-8-89176-462-0" }