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.
· arXiv.org · 9 citations