Author

Jian-Rong Jiang

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#artificial intelligence Preprint Sep 2026

Evaluating Deep-Search Agents under Hierarchical Web Evidence Poisoning

HAE-GEO is introduced, a benchmark that tracks the full trajectory from exposure to recovery under progressively more persuasive Web poisoning and finds three recurring patterns: evidence recognition degrades under the corroboration trap, agentic search improves final resistance without improving evidence recognition o...

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. · 4 citations