Evading Machine Learning Based Network Intrusion Detection Systems with GANs

DOI10.1002/9781119723950.CH17OpenAlexW3200388708MaRDI QIDQ5075385

Patrick McDaniel, Bolor-Erdene Zolbayar, Ryan Sheatsley, Mike Weisman

Publication date: 16 May 2022

Published in: Game Theory and Machine Learning for Cyber Security (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1002/9781119723950.ch17

zbMATH Keywords

adversarial examples in constrained domainsadversarial examples in the network intrusion detection domainadversarial network trafficblackbox attackGAN-based attack algorithmnetwork intrusion detection system

Mathematics Subject Classification ID

Learning and adaptive systems in artificial intelligence (68T05) Applications of game theory (91A80) Computer security (68M25)

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