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Ling-Xiao Jiang

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Book Open access Oct 2026

To Think or Not to Think: Evaluating LLM Reasoning and Agents in Vulnerability Detection

Large language models (LLMs) are increasingly studied for software vulnerability detection, but the benefits of recent reasoning-enabled (“thinking”) modes remain unclear. At the same time, agentic LLM designs aim to enhance analysis through structured collaboration, while practical software security workflows require...

Hua-Beng Tan, Ratnadira Widyasari, Merve Astekin et al. · 0 citations
Review Open access 2026

Anomaly Management in Unmanned Aerial Vehicles: A Systematic Literature Review

Unmanned Aerial Vehicles (UAVs) are increasingly deployed in safety-critical applications such as logistics, surveillance, disaster response, and urban air mobility. While their autonomy enables powerful capabilities, it also introduces vulnerabilities due to hardware faults, software defects, communication failures, a...

Ivan Tan, Christopher M. Poskitt, Lingxiao Jiang et al. · 0 citations

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