@article{dontblindlytrustithowunreliablefeedbackb, title = {Don't Blindly Trust It: How Unreliable Feedback Breaks Tool-Using LLM Agents}, author = {Chubin Zhang and Zhenglin Wan and Xingrui Yu and Pengfei Zhou and Wangbo Zhao and Jingxuan Wu and Yaxin Zhou and Ivor Tsang}, year = {2026}, eprint = {2606.21409}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.21409}, }