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Author

Alexandre Lacoste

2 papers indexed here

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Preprint Sep 2026

AdaptArena: Evaluating Test-Time Personalization of Web Agents

Large language model (LLM) agents have demonstrated strong performance on complex web navigation tasks, yet they remain brittle in real-world settings where user intentions are underspecified and preferences are heterogeneous. In practice, users rarely provide explicit profiles, requiring agents to infer latent prefere...

Dong-Chan Shin, Xing Han Lù, Jiaqi Deng et al. · 0 citations

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 efficien...

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

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