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Jian-Guo Ding

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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
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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