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Yurong Hao

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#machine learning Preprint Sep 2026

VirusCascade: Hijacking Collaborative Reflection in LLM-Powered Recommender Agents

Advancing beyond traditional static scoring models, LLM-powered agentic recommender systems (LLM-ARS) instantiate users and items as autonomous agents, whose semantic states are dynamically refined through a recurrent process known as collaborative reflection. While this mechanism improves recommendation quality, it si...

Yu-Rong Hao, Wen Zhou, Guo-Wei Guan et al. · 0 citations
Preprint Aug 2026

SynChain: Inducing Computer-Use Agent Systems to Construct Their Own Attack Chains

This work introduces SynChain, a self-synthesized attack paradigm utilizing persistence-aware directed supervised fine-tuning to induce agents to create poisoned yet benign-looking artifacts, proving that securing CUAs requires provenance-aware reasoning over cross-task execution trajectories.

Fuyao Zhang, Jiaming Zhang, Che Wang et al. · 0 citations

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