@article{memevobenchbenchmarkingsafetyrisksfromme, title = {MemEvoBench: Benchmarking Safety Risks from Memory Misevolution in LLM Agents}, author = {Weiwei Xie and Shaoxiong Guo and Fan Zhang and Tian Xia and Xue Yang and Lizhuang Ma and Junchi Yan and Qibing Ren}, year = {2026}, eprint = {2604.15774}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2604.15774}, }