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University of Illinois Chicago
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UQ rankings for GUI grounding are stable within model classes but falter across different models and interfaces, highlighting the need for tailored calibration in practical applications.
GroundControl reveals that anticipating navigation failures through trajectory-consistent uncertainty can drastically improve the reliability of vision-language agents in real-world applications.