@article{autodojoadaptiveblackboxattacksrevealthe, title = {AutoDojo: Adaptive Black-Box Attacks Reveal the Limits of IPI Defenses and Task-Specification Effects in LLM Agents}, author = {Xinhang Ma and Taoran Li and Chaowei Xiao and Zhiyuan Yu and Ning Zhang and Yevgeniy Vorobeychik}, year = {2026}, eprint = {2606.15057}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.15057}, }