@inproceedings{yu-etal-2026-weak, title = "Weak Ties, Strong Signals: Efficient Training Data Detection in Diffusion {LLM}s via Independent Token Sampling", author = "Yu, Hongyao and Zhuang, Tianqu and Xu, Ziyuan and Fang, Hao and Hong, Jiaxin and Chen, Bin and Xia, Shu-Tao", 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.268/", pages = "5631--5644", ISBN = "979-8-89176-462-0" }