@inproceedings{zhai-etal-2026-membership, title = "Membership Inference in Fine-tuned Diffusion Language Models via Token-level Memorization Asymmetry", author = "Zhai, Shengfang and Marchyok, Leo and Shi, Yuling and Chen, Huanran and Dong, Yinpeng and Zhang, Jiaheng and Hong, Sanghyun", 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.194/", pages = "4113--4130", ISBN = "979-8-89176-462-0" }