@article{safetyatoneshotpatchingfinetunedllmswith, title = {Safety at One Shot: Patching Fine-Tuned LLMs with A Single Instance}, author = {Jiawen Zhang and Lipeng He and Kejia Chen and Jian Lou and Jian Liu and Xiaohu Yang and Ruoxi Jia}, year = {2026}, eprint = {2601.01887}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.01887}, }