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S. Shayegan

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FocusAgent: Simple Yet Effective Ways of Trimming the Large Context of Web Agents

A variant of FocusAgent significantly reduces the success rate of prompt-injection attacks, including banner and pop-up attacks, while maintaining task success performance in attack-free settings, highlighting that targeted LLM-based retrieval is a practical and robust strategy for building web agents that are efficient, effective, and secure.

Imene Kerboua, S. Shayegan, Megh Thakkar et al. · 15 citations

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