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Shuang Liang

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2026

AoI-Aware UAV-Assisted Secure Status Updating: An Agentic AI-Enabled DRL Approach

The rapid expansion of real-time Internet of Things (IoT) applications has positioned uncrewed aerial vehicles (UAVs) as a promising solution for flexible and timely data collection in areas lacking robust infrastructure. This paper investigates a UAV-assisted secure status updating system, where a UAV serves as a mobi...

Chuang Zhang, Geng Sun, Jiahui Li et al. · 0 citations
2026

Auditing the Reliability of Automated Risk Evaluators in Agentic Tutoring Systems Under Pedagogical Style Variations

Agentic tutoring systems increasingly rely on large language models (LLMs) to generate real-time feedback, yet risky outputs, such as answer leakage, contradiction, and hallucination, can directly affect learning. Answer leakage is a central concern in this setting. It exposes problem solutions to students and can be v...

Wen-Zhuo Song, Xuechen Wang, Shuang Liang et al. · 0 citations

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