@inproceedings{li-etal-2026-novel, title = "A Novel Semantic Manifold Alignment Attack against Embedding-to-Embedding Obfuscation in Privacy-Preserving {LLM}s", author = "Li, Sicong and Yao, Lingfeng and Yang, Xingke and Tu, Ke and Wu, Chenhao and Wang, Hao and Liu, Jiang and Lin, Phone and Fu, Xin and Pan, Miao", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-main.458/", pages = "10534--10550", ISBN = "979-8-89176-459-0" }