@article{arguspolicyadaptiveadgovernanceviaevolvi,
  title = {ARGUS: Policy-Adaptive Ad Governance via Evolving Reinforcement with Adversarial Umpiring},
  author = {Deyi Ji and Junyu Lu and Xuanyi Liu and Liqun Liu and Hailong Zhang and Peng Shu and Huan Yu and Jie Jiang and Tianru Chen and Lanyun Zhu},
  year = {2026},
  eprint = {2605.02200},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2605.02200},
}