@article{envsenvironmentnativeverifiedsearchforlo,
  title = {ENVS: Environment-Native Verified Search for Long-Horizon GUI Agents},
  author = {Yincheng Zhou and Athena Zhuoming Zhong and Shijie Zhang and Kevin Zhang and Teresa Xiaotao Shang and Shanghang Zhang},
  year = {2026},
  eprint = {2606.22948},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2606.22948},
}