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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Xi Zhang

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2 papers indexed here

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Preprint Oct 2026

Towards Safe World Models: Risks, Defenses, and Evaluation

World models support planning, control, learning from imagined experience, and model-mediated evaluation by predicting action-conditioned consequences. Their safety cannot be inferred from predictive accuracy alone: errors in observations, state and memory, dynamics, evaluation, execution, or feedback can propagate int...

Xiao-Mao Wang, Li-Tian Zhang, Xin-Ze Shi et al. · 0 citations
Preprint Aug 2026

GraphWake: Group Polarization via Memory-Mediated Polarization Cascade in LLM-Agent Communities

LLM-driven agents can autonomously exchange opinions on online platforms and form communities. Such agent-operated social platforms raise a new security concern: attackers may manipulate agents to induce group polarization. Existing methods manipulate agent prompts or construct echo chambers, both of which are difficul...

Haoran Bu, Zejian Chen, Li-Tian Zhang et al. · 0 citations

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