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Fixed Points in Cyber Space: Rethinking Optimal Evasion Attacks in the Age of AI-NIDS [article]

Christian Schroeder de Witt, Yongchao Huang, Philip H.S. Torr, Martin Strohmeier
2021 arXiv   pre-print
We hypothesise that one plausible fixed point of AI-NIDS may be a scenario where the defense strategy relies heavily on whitelisted feature flow subspaces.  ...  Given already existing attack capabilities, we question the utility of optimal evasion attack frameworks based on minimal evasion distances.  ...  Christian Schroeder de Witt is generously funded by Cyber Defence Campus, armasuisse Science and Technology, Switzerland.  ... 
arXiv:2111.12197v1 fatcat:gqo27ytqizcdrfsbiicfsba37m