Turing Test on Screen: A Benchmark for Mobile GUI Agent Humanization

The paper introduces the "Turing Test on Screen" to model anti-detection for autonomous GUI agents, emphasizing humanization for their survival in digital ecosystems. It establishes the Agent Humanization Benchmark (AHB) and proposes methods to improve agents' imitability and utility, utilizing a new dataset of mobile touch dynamics.