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Jian-Rong Jiang

2 papers indexed here

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#artificial intelligence Preprint Sep 2026

Evaluating Deep-Search Agents under Hierarchical Web Evidence Poisoning

Search-augmented LLM agents are increasingly used for consumer decisions, making them vulnerable to Generative Engine Optimization (GEO) poisoning. Existing benchmarks largely measure whether manipulated content is retrieved or endorsed, but do not track whether an agent verifies suspicious evidence, revises adopted cl...

Zhong-An Bi, Qi-Wen Wang, Jian-Rong Jiang et al. · 1 citation
#artificial intelligence Preprint Aug 2026

UI-Venus-2 Technical Report

UI-Venus-2 is presented, a general-purpose foundation GUI agent designed to operate across mobile, web, and desktop environments through a unified closed-loop reasoning-action framework that integrates safety-aware mechanisms to ensure controlled execution of consequential actions.

Venus Team, Zhuo-Hang Cai, Hao-Xin Chen et al. · 1 citation

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