PhoneCLI explores a target Android app offline without internal APIs, runtime instrumentation or model training.
Compiling Mobile App Navigation Makes GUI Agents Faster and More Reliable
PhoneCLI maps app screens into reusable commands that execute deterministic navigation without repeated vision-language model calls.
Top University
Yangqin Jiang · Lingrui Xu · Chao Huang
The University of Hong Kong
Research Digest··2 min read
Jiang, Xu and Huang built a system that explores an Android app externally, maps its screens and transitions, then compiles routes into callable commands.
Why this paper
From The University of Hong Kong
In one line
PhoneCLI compiles mobile app navigation into deterministic commands, reducing VLM cost and improving task success.
What we could check
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