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Bo-Jian Sun

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Open access Oct 2026

Delegation Is Not Assistance: Agentic AI and Assessment Governance in Higher Education - A Comparative Documentary Analysis of 12 Universities

Generative AI (GenAI) assessment policies in higher education have centred on originality, disclosure, and permission to use AI. Agentic AI, which can plan, use tools, access platforms, and act with limited human intervention, challenges this logic because it can take over the whole action chain of an assessed task rat...

Kai-Yan Wong, Bo-Jian Sun · 0 citations
#artificial intelligence Preprint Oct 2026

AlignPoison: Conditional Targeted Poisoning of Generative Recommenders via Decoding-Aligned Prefixes

Generative recommendation models based on autoregressive decoding have been adopted as alternatives to classical ranking-based systems. While their modeling flexibility has been widely studied, their resilience to data poisoning remains largely unexplored. In this work, we ask: how susceptible are generative recommende...

Zhuo-Xuan Zhang, Jinhao Duan, Xin-Yu Zhao et al. · 0 citations

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