@article{safetyinselfevolvingllmagentsystemsthrea, title = {Safety in Self-Evolving LLM Agent Systems: Threats, Amplification, and Case Studies}, author = {Ruixiao Lin and Xinhao Deng and Qingming Li and Jianan Ma and Yunhao Feng and Yuqi Qing and Zhenyuan Li and Yechao Zhang and Shiwen Cui and Changhua Meng and Tianwei Zhang and Xingjun Ma and Qi Li and Ke Xu and Shouling Ji}, year = {2026}, eprint = {2606.23075}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.23075}, }