@article{enhancingagentsafetyjudgmentcontrolledbe, title = {Enhancing Agent Safety Judgment: Controlled Benchmark Rewriting and Analogical Reasoning for Deceptive Out-of-Distribution Scenarios}, author = {Zuoyu Zhang and Yancheng Zhu}, year = {2026}, eprint = {2605.03242}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.03242}, }