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PhoneWorld: Scaling Phone-Use Agent Environments

Paper: arXiv 2605.29486

An automated pipeline that generates scalable, reproducible mobile agent evaluation environments from real-world app GUI trajectories.

Note on APK distribution: Gated APK packages are provided as an external research distribution. To make the research-only nature clear and avoid confusion with real apps, app launcher labels may be prefixed with "Mock" (e.g., "Mock京东" instead of "京东"). App package names, task definitions, task verification, and core interactions are preserved; the runner resolves original names, Mock/PW labels, aliases, and package-name variants automatically.

Overview

PhoneWorld automatically constructs mock Android apps with:

  • Realistic UI (Kotlin/Jetpack Compose)
  • Pre-filled seed data (products, users, reviews, etc.)
  • Local SQLite database for verifiable write operations
  • Offline search engine (BM25 with Chinese tokenization)
  • Rule-based automatic task verification

Scale: 34 apps, 16 fine-grained domains (grouped below into 10 app categories), 120 benchmark tasks, and 300 public verified training tasks.

Citation

@misc{tang2026phoneworldscalingphoneuseagent,
  title={PhoneWorld: Scaling Phone-Use Agent Environments},
  author={Zhengyang Tang and Yuxuan Liu and Xin Lai and Junyi Li and Pengyuan Lyu and Jason and Yiduo Guo and Zhengyao Fang and Yang Ding and Yi Zhang and Weinong Wang and Huawen Shen and Xingran Zhou and Liang Wu and Fei Tang and Sunqi Fan and Shangpin Peng and Zheng Ruan and Anran Zhang and Benyou Wang and Rui Yan and Ji-Rong Wen and Chengquan Zhang and Han Hu},
  year={2026},
  eprint={2605.29486},
  archivePrefix={arXiv},
  primaryClass={cs.CL},
  url={https://arxiv.org/abs/2605.29486}
}
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