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Huan-Sheng Ning

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#artificial intelligence Review Sep 2025

Adversarial Defense in Cybersecurity: A Systematic Review of GANs for Threat Detection and Mitigation

A four-dimensional taxonomy spanning defensive function, GAN architecture, cybersecurity domain, and adversarial threat model is introduced, emphasizing hybrid models, unified evaluation, real-world integration, and defenses against emerging threats such as LLM-driven cyberattacks.

Tharcisse Ndayipfukamiye, Jian-Guo Ding, D. Sarwatt et al. · 9 citations
Jul 2026

Artificial Intelligence and Innovation Ecosystem: Evolutionary Developments, Challenges, and Future Directions

The paper synthesizes the conceptual frameworks surrounding IE, decomposing them into manifestations in physical, social, and thinking spaces, and employs an evolutionary perspective to analyze the roles provided by AI during different development periods of AIIE.

Zhimin Zhang, Cheng-Zhen Ma, Jia Chai et al. · 0 citations
Review Open access Jul 2026

Mitigating cyberattacks on autonomous vehicles: a comprehensive review of Generative Artificial Intelligence defense techniques

An AV-centric, three-dimensional taxonomy is introduced that classifies defenses along generative architecture, defensive function, and AV-relevant attack surface, explicitly anchoring each study to AV subsystems and operational contexts, and provides a disciplined synthesis that separates study-specific performance fi...

May Phyu Phyu Thaw, D. Sarwatt, Huan-Sheng Ning et al. · 0 citations

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