2 papers
cs.CR2021
Crown Jewels Analysis using Reinforcement Learning with Attack Graphs
Rohit Gangupantulu, Tyler Cody, Abdul Rahman +3
Cyber attacks pose existential threats to nations and enterprises. Current practice favors piece-wise analysis using threat-models in the stead of rigorous cyber terrain analysis a…
cs.LG2021
Using Cyber Terrain in Reinforcement Learning for Penetration Testing
Rohit Gangupantulu, Tyler Cody, Paul Park +4
Reinforcement learning (RL) has been applied to attack graphs for penetration testing, however, trained agents do not reflect reality because the attack graphs lack operational nua…