GAIL-PT: A Generic Intelligent Penetration Testing Framework with Generative Adversarial Imitation Learning. (arXiv:2204.01975v1 [cs.CR])

Penetration testing (PT) is an efficient network testing and vulnerability
mining tool by simulating a hacker's attack for valuable information applied in
some areas. Compared with manual PT, intelligent PT has become a dominating
mainstream due to less time-consuming and lower labor costs. Unfortunately,
RL-based PT is still challenged in real exploitation scenarios because the
agent's action space is usually high-dimensional discrete, thus leading to
algorithm convergence difficulty. Besides, most PT methods still rely on the
decisions of security experts. …

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