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Characterizing Unintended Consequences of GUI Agents For Web Browsing

Shuning Zhang, Jingruo Chen, Zhiqi Gao, Jiajing Gao, Xin Yi, Hewu Li

2026Year
1Citations
1Top-tier citations

Abstract

The integration of LLMs into GUI agents promises to revolutionize web browsing automation, yet the practical user experience remains challenging. This paper systematically characterizes user-reported issues with GUI agents by focusing on three dimensions: phenomena, influences, and user-centric mitigation. We adopted a two-phase method combining social media analysis (N=221 posts) and semi-structured interviews (N=21). Our findings reveal a taxonomy of complaints unique to GUI agents, including deficits in grounding abstract intent into concrete interface affordances, the inability to adapt to dynamic visual states, and the execution of erroneous actions. These lead to influences distinct from text-based hallucinations, ranging from task abandonment to security risks like uncontrolled file system access. In response, users are forced to employ ad-hoc mitigation strategies, including ecological sandboxing, and cursor shadowing to correct GUI agents behaviors. We contribute: (1) a comprehensive characterization of complaints specific to GUI agents interaction, (2) an analysis of how these phenomena degrade interaction integrity, and (3) design implications for creating consequence-aware agents.

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