@article{whenpersonalizationlegitimizesrisksuncov, title = {When Personalization Legitimizes Risks: Uncovering Safety Vulnerabilities in Personalized Dialogue Agents}, author = {Jiahe Guo and Xiangran Guo and Yulin Hu and Zimo Long and Xingyu Sui and Xuda Zhi and Yongbo Huang and Hao He and Weixiang Zhao and Yanyan Zhao and Bing Qin}, year = {2026}, eprint = {2601.17887}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.17887}, }