@inproceedings{hong-etal-2026-lomar, title = "{L}o{M}a{R}: Local Margin Preservation via Residual Subspace Adaptation for Noisy Prompt Robustness in Small Language Models", author = "Hong, Jin and Zhang, Jinghui and Qian, Xuwei and Lin, Hongjie and Jin, Jiahui and Ding, Ding", 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.1293/", pages = "29444--29462", ISBN = "979-8-89176-459-0" }