Xiaomi-GUI-0 Technical Report

Published
Source
arXiv
Paper number
529
Field
AI / General
arXiv ID
2606.31410

Key points

  • A hybrid, real-device-centered infrastructure uses physical devices as the main environment and a sandbox as a secondary one to match the real deployment distribution.
  • An error-driven data flywheel turns failed rollout trajectories into corrective actions, reflection explanations, and recovery demonstrations.
  • A three-stage progressive curriculum: SFT for basic operations, Step RL for long-term planning, and Agentic RL for error recovery.
  • It achieves a 72.0% success rate on RealMobile and 78.9% on AndroidWorld.
  • It strengthens the ability to handle abnormal states in real applications, including account states, permission dialogs, payment authentication, and risk controls.
  • It builds a closed-loop real-device environment to solve emulator-detection mechanisms.

Paper links

External research summaries. These are not HDATF publications or measured product results.

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