@article{manatowardsefficientmobileaddetectionvia,
  title = {MANA: Towards Efficient Mobile Ad Detection via Multimodal Agentic UI Navigation},
  author = {Yizhe Zhao and Yongjian Fu and Zihao Feng and Hao Pan and Yongheng Deng and Yaoxue Zhang and Ju Ren},
  year = {2026},
  eprint = {2603.20351},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2603.20351},
}