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

📰 ArXiv cs.AI

Learn to benchmark mobile GUI agent humanization using the Turing Test on Screen, a MinMax optimization problem to evade detection

advanced Published 14 Apr 2026
Action Steps
  1. Define the MinMax optimization problem between a detector and an agent
  2. Implement the Turing Test on Screen benchmark using a mobile GUI environment
  3. Train an agent to optimize its humanization capabilities using the benchmark
  4. Evaluate the agent's performance using the benchmark's detection metrics
  5. Refine the agent's strategies to improve its evasion of detection
Who Needs to Know This

AI researchers and engineers working on autonomous GUI agents can benefit from this benchmark to improve their agents' humanization capabilities and evade detection

Key Insight

💡 The Turing Test on Screen provides a formal framework for evaluating and improving the humanization capabilities of autonomous GUI agents

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🤖 Introducing the Turing Test on Screen: a benchmark for mobile GUI agent humanization 📊
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