GUIDE: Resolving Domain Bias in GUI Agents through Real-Time Web Video Retrieval and Plug-and-Play Annotation

📰 ArXiv cs.AI

GUIDE resolves domain bias in GUI agents using real-time web video retrieval and plug-and-play annotation

advanced Published 30 Mar 2026
Action Steps
  1. Identify domain bias in GUI agents through analysis of performance in specific applications
  2. Collect domain-specific software operation data through real-time web video retrieval
  3. Apply plug-and-play annotation to annotate UI elements and workflows in the collected data
  4. Fine-tune vision-language models using the annotated data to resolve domain bias
Who Needs to Know This

AI engineers and researchers working on GUI agents can benefit from this guide to improve their models' performance in real-world tasks, while product managers can use this to enhance user experience

Key Insight

💡 Real-time web video retrieval and plug-and-play annotation can be used to resolve domain bias in GUI agents

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💡 Resolve domain bias in GUI agents with real-time web video retrieval & plug-and-play annotation!
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